{
 "cells": [
  {
   "cell_type": "code",
   "metadata": {
    "jupyter": {
     "is_executing": true
    }
   },
   "source": [
    "import numpy as np \n",
    "import math \n",
    "import pandas as pd \n",
    "pd.set_option('display.float_format',lambda x:'%.3f' % x)\n",
    "import matplotlib.pyplot as plt \n",
    "plt.style.use('ggplot')\n",
    "%matplotlib inline\n",
    "import seaborn as sns \n",
    "sns.set_palette('muted')\n",
    "sns.set_style('darkgrid')\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import os\n",
    "import score_card as sc\n",
    "import missingno\n",
    "os.chdir('F:/安装包/PPD-First-Round-Data-Updated\\PPD-First-Round-Data-Update/')"
   ],
   "outputs": [],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入 data_input 处理好的数据\n",
    "df1 = pd.read_csv('data_input1.csv',encoding='gb18030')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(49999, 229)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.000    27802\n",
       "1.000     2198\n",
       "Name: target, dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 样本的好坏比\n",
    "df1.target.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 借款成交量的时间趋势变化 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 借款成交时间的范围\n",
    "import datetime as dt\n",
    "df1['ListingInfo'] = pd.to_datetime(df1.ListingInfo)\n",
    "# 每个月份的用户数分布\n",
    "df1['month'] = df1.ListingInfo.dt.strftime('%Y-%m')\n",
    "# 绘制成交量的时间趋势图\n",
    "plt.figure(figsize=(10,4))\n",
    "plt.title('借款成交量的时间趋势图')\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "sns.countplot(data=df1.sort_values('month'),x='month')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 违约情况的时间趋势分析 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "month_group = df1.groupby('month') # 根据月份计算每个月的违约率\n",
    "time_bad_trend = pd.DataFrame()\n",
    "time_bad_trend['total'] = month_group.target.count()\n",
    "time_bad_trend['bad'] = month_group.target.sum()\n",
    "time_bad_trend['bad_rate']=time_bad_trend['bad']/time_bad_trend['total']\n",
    "time_bad_trend = time_bad_trend.reset_index()\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.title('违约率的时间趋势图')\n",
    "sns.pointplot(data=time_bad_trend,x='month',y='bad_rate',linestyles='-')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据清洗 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 检查数值型变量的缺失\n",
    "# 原始数据中-1作为缺失的标识，将-1替换为np.nan\n",
    "data1 = df1.drop(['ListingInfo','month'],axis=1)\n",
    "data1 = data1.replace({-1:np.nan})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x118e0add8>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABZAAAAM5CAYAAACZ6hRBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzsnXd41VXSxz8JCR2lCYqKippRlLW3tfe+Fuy9rN21l9VVsbdV17a7lrViw96xYkVRaRaUsYOICErvEPL+8Z3rvea9IaRcCPHM8+QR7+TM/H43c+bM+c6cOUUVFRUkSpQoUaJEiRIlSpQoUaJEiRIlSpQoUaJElal4UT9AokSJEiVKlChRokSJEiVKlChRokSJEiVqmJQA5ESJEiVKlChRokSJEiVKlChRokSJEiVKlJcSgJwoUaJEiRIlSpQoUaJEiRIlSpQoUaJEifJSApATJUqUKFGiRIkSJUqUKFGiRIkSJUqUKFFeSgByokSJEiVKlChRokSJEiVKlChRokSJEiXKSwlATpQoUaJEiRIlSpQoUaJEiRIlSpQoUaJEeSkByIkSJUqUKFGiRIkSJUqUKFGiRIkSJUqUKC8lADlRokSJEiVKlChRokSJEiVKlChRokSJEuWlBCAnSpRogcnMihb1MyRKtDhTVXOourlVSH7S3fB0V0dm1qQ2vAXkN8rvNOmuNb+QtlZrfmPV3VDfy8yK479VrWG15hdSdtJdGN3V0aJ678X5O026k+5EiWpDC2JL9WpnFRUV6Sf9pJ/0M9+fsrKy4oUhp6ysrKg2vLqOrerZCvU8i1J20l17G1mQn7KysiZ5PmtZVlZ2RFlZWeeq9JaVlTWL/xYvLH7S3SB1tyorK9u6rKystAr7apbz75IF5S0IvyrbrA2/Ic/lpHvB+IW0tbrwG6vuBv5ercvKyj4sKyvbvArbqTW/kLKT7sLozvP7lX3HInnvxfk7TbqT7vn9VJ5j1X1eH/xCyk66629sfdlSTX6KKioq6g2MTpQoUeMjM2sNXAm85e5P1HBsKdAeaOHu3+fhlwDtgFYZvpkVuXtF/Lsl8Cd3H1CZVx1/AcZW92xLAGcBd7r7DwvKqyu/kLKT7jrpPhz4n7vPqMRrCqwEdHL3d+KzXDtsA3wEjAKud/e+OWNbAb2AVYEK4DJ3H5IZX0g+0DLpbnC62wDfAi8AJ7r79Eq21hL4ERjo7tvHZyXuPnd+vOrG5vCPApYHRgDP5c6F+fHrMjbpbtC6C2lrteI3Vt0N/L2WAN4BegD/AU4H5uascbXmF1J20l0w3S2AnkAXwIEh7j4yZx1bJO+9mH+nSXfSnctvDqyP5tggYIK7jzdVmZbGuC7Am+4+mRwys2a15ddlbNK9yHRXZ0vzjfVqSwlATpQoUZVkAo8HAROAa4Bn3b08h98SOAUoA74BnnT3L4LXBngYWANoDQxBQPRgd58csu8A1kEg8tvAIe4+OxbJEuBLoCuwm7u/GHIzQWrTqvhogZ3f2OqerQ3wOTAmxv+c885V8urKL6TspLtOuocDPwE7uvuvObzWwGPAWsDSaBHfw90n5tjhy0BT4DRgqLvPyRn7PlAEzEDBQQmwkbt/X0g+8EvS3eB0twEGA2OBY919GJXIzNaO3wF41d13jM9LgDWr4gVINL+xzYH+KKHWCgHdTwHH5fjqvHxgXm3H1pWfdBdGd9hFQWytrvzGqruhvhfQAvgYGInWyI2BHu4+Jda41nXgtymg7KS7cLr7A8sAbdF6NgY4xt37ViO/kO+9uH+nSXfSncvvB6yM5thkNOfOA74DnkE+uyMwDDjMVYhQjNbz2vKXAJ4ukOyku3C652dLragm1qstpR7IiRIlykumXnj/BX4FjkdZq1zwOBNIngxsB1wKXGVmLUwVCu8ASwH3A73RYvg0cLqZrQR8AKwOvBQ/uwPPA7j7PARqVCDHeJuZ7RG8inCMVfKrGVvds3UDhqJM3eH+/8HGvLy68gspO+mus+7vgp8LHmcW5nbAv4ALEZB8Pfxmh+uijdbVKDkxx8y6mFlnlCmeCRwCbAicgADFVSMw+FeB+GUFlJ101053a2RnPyCA8AsqUcifjBIZ/wHWNbOXgj0PmJ6PF+BR0/mMLUI+cDKwP9AJuAXYAWhtOqlxfxX8tvPhVTe2rvykuwC6oXC2Vld+Y9XdUN8LgcdDUFLrCOD8+OzM4LeuLT/W1oLITroLprsJcC+ypb2RLzoOxU/PmNmZi+K9F/PvNOlOunP5TYEXUax4NCo0uAEBiK8BHwLNgIvQqcjmwGUxtjnwVvAvrAnfVAz2Zm3GJt2LTHcr5m9LJVQf69W6J3ICkBMlSlQVtUSA2HPAp7ERWcfMdjezQxDYOwXYF1UR7wPsDKwd/22LjlJc7O5nINDkHbTwPRNjj3D304FjgH8AG5vZngCRHRuHjnR/BvzXzHbPPFw1/Cnz4f32bO7eK8+zDUIO+XDgK9BxIjPrhKp0fgze1zm81gEoZvhHVBpbHb+QspPu2useBIxGx3++DH5xbMjPRZX5xwHXufsVqBp5abK0MtABeMfdy81sb1RpPww4AJgF/Bpg89vAbLTYN0dzb4C7D61n/kzgT8BHBZCddNdc9zS0KV8JuNzdP3P3eWa2gZmdZmY3m9nhQFd3z/izX9CJiW3MrK+7z3P3L/PxANx9dlVjUVC5BvCUu7/nOrZ+N6qeLwr+mqhq4f1K/KUyPHd/Dyivwdi68pPuwugm7KkQtlYnfmPV3UDf6xXgE+BnFKd9j0DmocBWpsqp2vK3LaDspLswuouBJYDuwPPu/o67T3P3u1CByRPAdciHHIFA5YXx3ovzd5p0J92V59jqQDfgJnTid4y7X4qKuToCqwD/cffbgAcQQLgUohPQ3vcU4A53710D/m88d7+9nmUn3fWsOxIZv9kSv/e3GVv6LdarIrbPFDrVCkhOAHKiRIn+H4Uz6YJ65rziAr8OQiDr48iJbYBAkE9clZmOHNgEBKR0QGBKhZmVuvuv7r470Ac5tamoshPXsf5HEdCypmVvAn8NgXhXAt8DtwfAnPFdb+Th7x1O8TXkTCuPXSmebXC8a0nOs32GwOV5wM+uitEdgPsQ6LcKUO7u37habewYvIHxHCsDH7r710B5ztjq+IWUnXTXTneG/2xssMvNbBvUdqU/8Jewk888WxX/MzDazE4ys/+iCuSWQIWZbYbmzkBk67OATYELzWwpVN1TDpwDvIvm0JZmtgyi+uSvBRxiZn8LftK96HSfiRJYM4Ebzayrme2CKhMuR5vze4DHzWxNBDh3cvd/oSTGVmb2QgSMSwFr5OEVmdlxKHD83Vjkj1cBNjGz9eK5i1Di5DQUcK4KdMux81z+qsBBZrZZ+N2ajK0rP+muZ91m9rCZ9Tazzevb1uqJ31h1N7T32gYBhkcDW5jZeq7+/9cDW6AigB+Ao919OEAN+JuFbdVmbNK9aHTvhqrW2qJ1C1NvTlDc3AzFP8sDK4ZfmrkQ3ntx/k6T7qS78hzrhk4tfujad7dCNDzG/gqcYmZdY47NAEaa2d9RIUwJ6pecWdsXiI/8/XLAtma2Qn3KTrrrXzeqTG6N9h0zKvnbjC0ti2L7XHA4X6y3WY78BaYEIDcSqu4PX1PDSPTHpnBGo5Cz2sbMegC3IvBsb5QZm4wqhzePYa2RA7sWuAAdr3g05M0x9dMDVSWPQ6DJGrG5KXb3UQjwWzUWzhLkKPcFBgAXo4rifwObm1kvtMGpzL/FzLZCDeUPQUd+csc2R8eEzjezJq7K6syz9URg88YI2NsXHSdaEx0rn4oAoteD90LwRgBtUGB9RGzWeuaMrY5fSNlJd+10N0UA8elmtnOMfRnYGrVHWQlVbp4ettMF2dtWCKjZNnjlwGEx/nbUK/BEBCbPQ3PoGbJ9rAYiEHsUsuGhZvZwPfL7o2NPrYGb452S7kWr+3rUh7tH/P/zyNfugPzohSgY/FeMXQfRQwic3gb1P1sJWMmUgMvl/Yx84GN5xq6HbHRv4CwzOw/Nkemomv5H5NdPMrMXEbiU4YN8+drAO2Z2Rw3G1pWfdBdG9wzUs/stlESrT1urD35j1d3Q3usK5HveBi4BfgreJygxPxE4kuzJnMweY0H4w1DBwXemEz01GZt0Lxrd+yI7+hbYD8DdZ5kKMCqAs4EDUZHJf81sufi80O+9OH+nSXfSncvfN+TPRFWnuPs0U4JvR9T28XpgNWBnUyHCiahQpScqStkAuMZ0wnLpGvA7xfNdDlxnKlaoL9lJd/3rLkFA8OkxtlOOv83Y0ifoAve/m9ldJlA6X6z3tpltHeMXmBKAXAvKmfT1zs/Hy3xWBa8YftcXtkb8RIkyZGZNzWyZHDupQIDunxHY+zpwlbu/4DpusQk68niRmbVHAApokc0AZ3uY2fnwWy++Elef2Q2Q87vQ3StcR7aL0HGNNvHvcrRgzkVA8WuoxcSXCGDphfoWzwWWcPdXKvF3Rdni1sCrObzzETjYA2hn6glZGs/2NbALAsdPRdV5NwC7uvsWqP3FCAQi9kFH9vZ2XTqzaXxHrYGrFpBfSNlJd811Xxu8HZHdv4kqs+4Lfh9gd3ffMGSPRUDMFmjjNA3Z/vruXgY8iRIWpyBgepi7T0F0DOplNRZVxE8FTnX3q9z9JmSfnwFLIrutC/+b4B8b/E0QKDASVTzMSLoXuu7pObybUNXAUHTZxTXo5MQn7j7H1R7lflQBAzql8Sd3/9ndb0HgczsEBFn8zKjEG4k2J2uaWW+gNIcPMAklRLojf/tXdz/U3Y9CgMEMlCw8HJiD5smhCJB6Nz7bvZqxf6ojP+muf93d49+75vAPR0DzLmEvq8zH1roBv+SxtS9jrOUZuyD8jK2WNTLdDf297gVauHsvFMu1A0a6+2jUX/FCtNZtDczJxG6uPUZrVDzw//hAKzO7FcVeT6EEa2fXfRfMb2x1spPuwugGcPcxKLG+O9AZxVc9zOyWGH+jma3kOsX1Bjrh0A7oXqj3Xpy/06Q76a7Eb4L2m6+iOQaab8ebqkNPQAm9Y4Fr3P2fwKdojX4fxZF/BTZz9w1Qq4u/oDVkfvyVc/hHBn894Lbgv1IH2Ul34XTPAP4GbODua+XwV8hjS52AvVCsuAGxLyB/rPcPM2tZE5ywqKKiRoDzH45MR3QM9Z4ZCMx0HXUuDiewIPy10ZGEwcCY4Bchh5SXF46lFC3E7T2OO8QzZWS3QlVKz7j7o8H7beGfH9/Uw3NZZGCD4DeALyO7YHyUOUm6G5bsNqji6C3gelc1MKbj/n0RyPYNqigehoCNqWZ2Bupd3BdlsvYFPg87PhMFm5+iS/Zau/u3YddzUeXTkagCZi6y9StRS4F9Q/9yCFS5HHjJ3Yeb2esIvJuCjlfeDNzpAlmoxJ+LwL8P4znuRNXFc1BrgauB7dElftch0GWOmV2LFuypwIOoGmdKzJ1t4vffQ8DkizF2CjoaPDC+q8eR887H/w4dBXykALKT7trp7o+SFI+7uwOYWRmaL+PCXiagxEK/mD8boMX5itDbHIGHj6Ag8CcEKM5Em+8pwP+AF939tdDxGloHlgTGI3t70d1fM7NMq5gRKHCtKf8hdJRpdHwP9wCP5Oh+OPjNk+6Fqnvn0P0purjqPXf3kL1FfN4VJS8eRRuXb0Pnx6hP3hR0+d0aqIr4IdQLrSWy9VaouqELAp+PIAAmBBadhwDCnXPGfoFAgi6odcZ9wLyYJx+hypcJ6Cj8asBUj4tVzWwgAiNL8oz9AAW2q1Yhuzp+0l0Y3a2Q/Z2ObHpKjuxvUXKrDTo18Z4p8ZCxl2MQbYMSvfdVsqVfUBL6kFrwj0E96Ysbme6G/F5HoLV3JPl9w+fIFpqgTetZKEF6Wg5Q8kE+PrKzDO8SFI+9WQW/RrKT7oLpboHi86VRMccxqM/x1ShO3xPF0eND/pPuPgvAzCYhoGJifb/3Yv6dJt1Jd2X+HWgN74Riwt5oTT4HOBit7RUoMfNvd//EzM5Gd6+MQ3FBM7SveB2dghuPQMb94hnz8QegYoWi0Pe6u39mZm2D/xWKMWsjO+kujO4DUbFRa4SJPBB//wx/U35vS48AJ+VgfluG3vX5fRz5ATDe3XemBpQA5PlQgGovI4C4Heo/8zS66GacqSH6S9Xwn0MbvPZoQ3krao5egqok/x/P3WeE7seQMXRGTugu4IkA7oqRAf0dgR7/dfen4rkzIPGVVfDbxHOthgxteOi6yd3Hx3M/Wwg+CjiS7oYluxUCz2agwLCvq9k6YS+XoKqTcrQQTkSA2Y1o8TsQVWv+5KouzoxbAgESXdDGpgnwgLufEvzTUWXmt2iT2xlVwX2LAOe26Mj2PmQvqZoY/70CgTSbIZC4GIGPJajnz5UxblN0DKRp/F4FqkTdElVfNUHz9kLgwcx7m9m5qDr0MxQwP4k23pms87fIkX8ez/iUq48zZvYVAoBWi/epzP8aAUNfAv+sZ9lJd+10f4MW/U4IeL7d3b/Jkf1l2ExLBOBl/GoLtCkvReDewPhsz3iO14GDEJDcDrWsyCz4lyLw+SOyNvoequyfhNqtbIMW+58QoFgT/h3oWOlsoB8CBIpydL+DAuK58UxJd+F190dr+bz4e38Ssl5HYM/h8f/fI7vItaWXEZDzFYoZfkTxQxPkD29Bc6BTyG2JfOE45MvaokqYchSctkRJj+1D5mnBH4X8qUUyrQjFIe+iCvurgZOB1T17sinDL0e+OnesIQB7CURNa8hPuguj+4GQ0RytgSsiW61ARyQHoPX0U7QRWRG1OdkeJSC+Qfb5IKqayfC+QnPgwpB3R/x3Qfm5soejDXVj0N2Q3+tbVN20Gkp4zSO/bxhG9sLZPiFjfWQzj6MY7phK/I2Q/WR4Hr//RBX8mshOugujuzlqXdIZ+ZAmqPfqBOQbVkbFJu2RLR2XE2uthda5USgGr8/3Xpy/06Q76c7lZ+L9OWif2RnYCfnizPoLijOL0P5jINq/boUSwl8iv94KFTMMRPcCHYL2FFNDXi7/XQQ2fof2Wrm8q9Dcv78KfnWyk+7C6Z6G4rzPUIy/PcJJOqDYP5ffGbU8+RbFjJm4bxfUAiU3jszEii+jU90VvoCtLFILiyrIVDncFwXnZ6A/1CcoeHrFzFZCVW5V8VdGC3AxCuw2QcZxDpr871TB2yQyv+8iwOE2VM7eGvXPvMbM2gbwMTEed1XgHDPbHX7XrmJCZX7IfhM5r0vRZvhrVIHS28yWRwZbCP6D8V5N0YY26V70spdCi1sJcnAvuiorm4PaWqCKuJ+Qvd6HwI3DUSVbT7QpuQ3I7QkF2ox0QI6tA7LHk83sZDNbBYG7HVGAmrHzJqgS6kaUKdsb9V0bieZXB+RsuwErIIf5AaoS7YHm0lvAw6haZgZyyK+hTdFUlLl9Mt5jEqrM3gRY38xK4tkyi8HfUMBQEe+Pma2PAudpqB/RU+GgS4LXNL6TuVXwO8bY4wogO+mune4SBADPRP78HDNbIUd2P9Sn+Cpko7ei42jromzxHNTn+ETXEfMD0QbqsNB1AAL/JsbvNkX+/E1kz0eQrfa7GdnplShBMjHG15R/CQIJD4/n+TnecSKab6/Gd3ZY0r3QdGf+3oeipHF5fL4tsqlN43cPRZUDubZ0FLKl41DAtxZKzH2MwJ3b4xkeQW0LilFM8UU8X3Pk+99Dfm1r4CQUWyyPEtpfI0BgBeA2M9sQzYfrUVB7G1pPVgUeNbNd0SmQK4L/QJ6x16KLQiqQX64pP+kujO7V0Po5CiVCnkMx587IhorQutsdFStsA+yB1uFLkZ1ORlVSu6BjlB+jNXcFBFpOQid5FpT/KZpDE9H6vGoj0d1g38vdh6A1rBztWY6kat9wJ/CVu89EsecaKJm6IuqhfF8efi+UyLoPgdcVKH7rG/wz5jO2OtlJd/3rvgDtbSehdWhFlFRogk6+HIHWnQnItg4FnjddHHwx8i3N0BpV3++9uH6nSXfSXZnfC82pw1FMtw/CgVZCbYSK0P56B3ffGsV/bVE8sD/aqxwC7O/u2we/I4rtmiJ/fkAe/sloL3xk6Ny5kuyr0R7lyFrITroLozuzPmdsZV+UPDg0/l1eib8PWuu7IX+dudfqG7T+/8/MOqA7Vi5Ap0zudfd5CwoegzbNifLTmsgBnODuzwGY2RvoxvQz0CYss5l7wdUGIJf/EfpjnQYMCf4OaDN3MQIzTgMGB+Cb4R2GWlosicCI/vE8vc3sPbRxaGZqD9APLfT3ob6eF5qqj58NmW9W5iNwrjMyvLddJexvmtkTqOLg2eAfDLwVQHV98mejCfYsynQk3YtW9kMIBBkDDAq72Q44LMDjiaja4GyyC99Usn2F26AN6nYIYNsDXbayZsieh+bIcgjgLo//nog2rZPQPBjgujhvHwTQHIFoLAJWLkOL62bIlo9CAO8BCAx6NPg/oN4/Rcg53x26vkObouVRL+RMNc0Q1CKjF6oULY9nXhLNj/6mC/Y2A3Yzs85AGXLo/YFPA3DfCs3dzeM7KUEZ63z8luiG3cEFkJ101053CUoyjEB2fXvYQGsU5D2J2gSUoY35G2jhH41sbSrwnWcr95dD9lmOqlzXcPc7TUfOrw1ZLVFV9K+oAvU0VDl9XsibFM/QguxaUhP+rPhOu8X3keGvhID2ZUN3v6R7oenuCHzm7s+YWUXwjkc+pxXydyBbmhP/3pasX2qCfFgfVK1yAgKPLkD+fDQ6KvknFLu8E3HABaj3+zzkP5dBPvM2lMArQjHLaqgPW3sEIB1FliqAae4+zMxeRkHqPsGbGc/WJ2RVHvsZAh+qkl0dP+muf92zUfL5PnS6bVdUrT4F+aYHULLtRmS/18d6uAaqfnkQxbHnohijScS5a6AiiRrzkX/dIXhvNxbdDfy9itEpsdVi3FIogZDPN3zsujhtP1Tl3AQB37uj+DAf/+/IjluGT9wPra9LoCTXmcin1kZ20l3/ui9CPuAatGeYa2b/QbH2GHTyz9G+oCcCKc4JG8tQBWrnWN/vvbh+p0l30l2ZPw6d2h0GYGblqFBrCXTHwS/A6Myewt3vNbPVUaFVO+B7d/+YLHVG8ePyKJb81d0/z8NfEcWinXL2K/ea2eaoYGspYEQO9lQT2Ul3YXS3RraQaystUCV7VxTrUYUt7WJmLwGTXS1Ab0Wx4JFoPzMe2M3jxG1NKLWwqIJM1bxPAT3c/Qsza+7uM00VlkegY9AdgE1dvcQq8/+NDGZVd//ZzJq6+sLegTZ6A9EfrbwSrwfa2B7t7kvHs7Ry3cR5MwLoQKDaY6hyYZN4lgfQAn+Ru79kZpuibFkuH2SsrZFRjwnZ56Fs1lLIObVztcpoVY/8U1Hp/e3I+RYl3YtcdglaDN3ddzOzAxDw+yXKqK0Q/EPd/QHTZWGnkr3MaS6qFP4FgbwjULZ2vbCvh9DxtnJTNee9CGT5BmW9ugPLuKpFWyHAdz8EdMyI/5ah5MdTrh6jN6NMW2uUrOmDKmx6x9g9ULVdh3jHzVHrl34AZrY9AlFWBfq4++FmdlHImB7fSSmqHlwHATi943laoA3VFNTz7QgzOyT45fFdlSMw6Zkq+BRQdtJdO91DEch2F6oqfgL1yp4B/CXs7jiUiNkS2enBIfspVOl1vLvfY2b7owW6FGWB90GL+UEoUTLXzNohkO9utJnfyd1fMbOlUWXYCLKV/d1qyf8rsv+f4hkGI1+wPQI5L0LzO+leOLpbovYozYAt3f3DGLsDOgUyHAV1c1HQ+GvY1+PIl2WOBI9BG/fh7j4ZwMzWRYBwNwQs9wdmZYLV4N+CYoFjUQuPIWSrorsiEKAjSvhl+ANRsrwpAqt/QD73UVSxOhNVTuyEQMp8Y6fE51XJro6fdNe/7iaoGGE08mPLocTWiih2XQr5sMmh52p01HFb1DrlfOBsd58Q/u48tJbXlX8ImivnNDLdDfa9XEmm7qiFxS4oPvuA/L7hDFSUMjz4meTp4fPhN0WJix+Q7707R3ZPVHzQrpayk+761908fmcMOgXzmpnthNauTEHJVJR02AHF/p8j3/QuWltPKtB7L67fadKddFfm/w3tEXqi4pVidJqkNOS2RCc/bkEFK6XoJNlOqGCmJbCeu39qKpbJtC96GJ2UXKIKPmhPPBBhVd+guPBiFGeugMDQ2shOuguj+zq09/gzKjTdFBXslSOf3AlhJQegAqhcWyoK2W/HMw6O8Zuh9lT93f0HakEJQM4hU8VlW3cfa2Zd0R/qGne/NPgt0MQdhxxKL7RR2zpAgRYoI/UzyjTtiZzOP9AftD2q/D0X2CsCt9xL785G4Ny/QvYerlttM8/XGx3V3wMF+tuE/N7ufreZ7Ywc1CgUBJSiY0b3oSNIO8W/OyJgYyqwIQoY74n3Wg9Val7k7pdZtp/yvbXlx+PfE9/NHqF3B3cfEPyke9HJ7oRA19EIOHsRLZC3uvtPZnYWqkSYiY7Mfo6c2RxUwTQHAbG/IlA2U73wKgKPh7j7FFOVS1fUumUicpilCEy5HLjYVUlzCZofN6LM3CoIeHsMOUjQ0bhMb9BfEND3Q/DvR3OkJ3LQfVAV6jxUrTM3vp894vmmoY1UP1StfS/ZPkTdyPaBe5rsZYCzEVA0M57vdbQ5b4bm7SFow1UV/9kCyk66a6e7J1rUV0CVeEugJOHGKIBbGfn+dVBLl1UQ8PInsgm5FxHA1zJ0jCN75K0VcIO7n2+qgC6PeXgK8vefARu5kpB15oedb5ij+1/ufl7SvWh05/idZ1BlyqsokVwR9nm0u3c0s7tRgPkYcHiO7laomvSFyraUAxKfhtoefBp2Ww4s5e6jg79TzIMR8XubARe6+3fB74kqD8egQHNr4Eh3nxr8z8PuB8VcqWrsFdXIro6fdBdG96aoKj1zh8ZB6A6F51xJt53jGboDu7v7yznxwu4oQdwd+cyhZC8hbYpAzKvqid9YdTfU98qAyO8ggPlF5D9OQEmoOVXY2vHV8E9294mV7Pgj1JfxJLIXFtdGdtJdv7q3AM539+/DN/REJ1meRRd/fYSoL9pT7oj2C++HnC2Bo/L4rY/QXvOC+fil33Tn4V+NKuvz+cS6yk66k+4FOH9PAAAgAElEQVRFqfs6BC7PQxX9S8d/r0X7jctQfDgY7WEPQPhOCcKUTkX7mP3QfuUMdNfVKDO7MYd/BAKrH0H79G0QDtQS+ZMHY+yDaG73qoHspLswuktQEmGGKyF8C2qDMTdspCXaX96MTlKfifajBL8pKmK5Dtntdiih/AWwp7v/Qj1QApCDTLdhPgnc76q0bI8qMTZGR+DfCf4D7n5/8D9Gk74nAqBy+UsiMGqNkPEIArdao8m/trv/GrozvTuPRlUExyFD+gBddpO5uOLk0DcXGcUNqHJkGVQlVx4b2H4o63AFAjBy+QeRrUR+kewlZcfF7y6BgJcpKDvyaT3yd0GV0yuiBvG9ku5FKzsCxvFk+xB3Q4vkYPhtXtyIMrHT0CZlCeSQfnWBvsejuXILAtO2R/a5l7v/GHKWR9UJkxHIPARl5O5D4PcJCJA5AyVZlkbtVp5HgMd5CNQ9Gs2DPVFFVimad5fn8JZGC++PiI5193vjOTJgTqayb09UQb1GPMOX8U67hdwKVOV/KKrKLo6fB+N7vAdVkJ4AfBPBedNq+IWUnXRXr/tTtDm6F/nJYuQrj0MZ2ZfQXJge9nEnqkQ+HSU3jnf3V0Pn4ygxNytkX4IW9bmoyq8YnQ44AM2f5V2XpGbssClaR8pQwHhFPG9t+OdUp5s49p50L3TdJSGjDdrMdyDrnzoB/3D368zsz6iH+wzkG19DvnRYyL8DBZhTUW/kZugY5GDTvQ1DyZ7Y2DL+/ybPgsjvoqTx0NDbB4GIPwWw9Aba6ExBc2E3FACXoyD1fJRIGY1imnxjh6AkdVWyq+Mn3fWvezDqYXsjWoOHB/9atLbvHzbVA62h3dGm532UVLsk+Fuhze027v6uqdDiFJTALUI+tCb8VVDM8hHyt41Fd0N+r1VQ7PQEStJneJm9TnOUVC1D4Eax64TkGyhmGxq/s24V/AnAQ+5+auxtZvJ7O/4KWLuWspPuwuheFsU2fYDZOb7hSAQa74WArSvIXrL5Btm2Sv3RXiRzGixX969onXwYmJvjlyrrzsefifYNhZCddCfdi0J3H+Rfm6ACwL3R2r800MvdL405/CIqAGuN7iLoCuwYe48WaF/cFu17L0CFXPn44xAGtD2KLUvJJglHoDWkqrHVyU6661/3oWidnofaAP0Se46+CJ85H+EhN6OT1ROCfz1KEp6NigMud/enCDKzc1CSZC13/5R6oOLqf6XxU2zqPkKg2DFm1sTdxyPwtjX6Y30W/KPNrGXwL0aZgktz+H8N/iS0iVsZBe/boaOj01DQmMkSd0MO5V4UvE9HPesORz3H7kPA4PGoMrRV/M4nCCT5DAUGd5nZPQiAm4sc0m7oop31gKtMF/9tE+PLUaXdyyhIeAa1P/gEVemBAOq+deS/FPwT3P0ldFR3EqqGqavsP6ruush+AWUzL0CLEigQ/BEtZOsA65nZZmHHU8n26JyJKn9noIC1CYC734b66ByKbPhBBGg/ZWbLmJq1342yYrch2x3h7r3j/9uglgLvoYbwJyEH/DoCGDuFzPfj3fZ192cRQFiOQMMP0UbqGZSdm4KAwinAuWZ2m5mdDxxvZu1dvaAzR0QORZul7YAW4cw/Cv1NkdPeG22ulnT32fH9gebQysE/zsw6VOLvkyO7aT3LTrprp/tPqAp0Y6A0xl6FfP3KaHP+Cdm5MhXZ/a4IsNs39NwXMg5B86EVWhOOCz0gX/w35HPbAxeYWbMAIjO6n0eV/OcCF9eC/ymaBxdWpxtomnQvEt1zTK2qpqC1/mcUO7RHweVlZnYMShqXh7wTUXuUAcjvzQnZkxEA/Rg6NtzfzI5191nIZmehmMTQhmicKWEG8rGzUHKuLVobxpE9Zjc4/r1k/Heyq8K5CCXapsRz5xv7Qcher5b8pLtwutdHIFB/ZE/nmdkK8Tut0PrbH21ChiLAqR/yde+h6pZj0Cb2F6Cfme2JQNDTUVHEdTXkH4Ds82AUmzQW3Q35vXZHMeKfUHL0IpSY74fiwWZo47sC2m8UI58GsqXZyNbWqIIPSmQcFvHjDLJ2PAnZ8eq1lJ10F053K3RHxCyyvmN2jN8KJTEfjrgZdx+EbK51/LRE+4Fy/r/fytw/MYff+6XKunP5Q+JZWxVAdtKddC9K3bNQEmcuqk5uivCgWcC6sV+ZgwoFMrJKUfXoATlz/PV4zrvQ/qQy/6147o7oVPrBIWdWyJ6L9kn5xlYnO+kurO4BaI/xvJkdGHuOH+LnCBTb3wD0NbODgj8i7OkZspfCYzrBCMJwxqC9ar3QHx5ADvB4KFooL0MAwpYA7v462kBujsrJewd/4xg+FgFna+Xwu6EKH9CCX4Gcw2XBWwtlkpuaKgUGoaCuJ8pqrIwyYG+hfinE+FEIKH4bActz0SbyBASwbYGyDvsi0OPIeM4eyJhPRD14DkR9VA6OZytHBrUdMNjMLkCAyTAUUI6Pn5rwZ6BJMya+17nA1cH7AIE5M2sp+4+qu66yP4+//yzkvE6NH9CCmQkGl0YVdE8g4Bi0+RyP7G1dtGHpHKBIiZlthBbXCSjxcQnK3K6IjsDdhxIXzVGV8nNkLwIahcDrr5CDa45Akn1ct9aORQvwlOD9RPgtd78HJVBmIlDlt/dGx+6mISe9CtmM4U3xvRyMqgPnxnt3IXscZO/Q+0o8Y3sEFN0EDIqxXeJ924ecyvxuaG61KoDspLt2ul8K3aXomM+HsXCDALVyNM9+QYDySsivPoiyvn9BVQTbmNnjyNb2RGDjPGSX85CvvwrZaxM0b5qjQPBM4DYzax3zpysKKObG79SUn1kvSpE/T7obru7ZIXs15IN/QODzQailxX/RxS3FaMM+Gvmw0cHbHq3lzcPOShAY1A/4j5kdiHzdSLTxaIv8bjPXqYou8V4/IoB7CQQOlAZ/BZR0noLWi3WBS8ysZbznUsgXl6OkX+WxPeJZq5JdHT/prn/da8X4aWij+gryg5egkxXHo/XzfFTg8AKKDSehDcjDyOYuQmDnMyjenIFOdByKfOwZteBnZF/YyHQ31Pf6PsYvG8+xJDq5dSGyvUeQjWWOt66O9iclObbWH8VgVfFHoBizLfC9mS0ZoONSaM2dVQfZSXf96l47Pp+GYuCjAszI+I71UTJhNDqh8E38PqbLn5ZFa83nqH3GFUCL0L1i6C+vQvb8dHdH6+JkFL/Xp+ykO+luCLrLQ/dJwdsL+eidgDYBLndEceI8FEuOit9rbbo7oy2/v1w5l5+JUSeghPKSaA63jfdaAsWPFXnGVic76S6M7iVRrFYaf/e30Jr+oJldg/ztmmitH4+KnKYDD5jaoWwRn/0S9nI4QBS+dEUtPT9BdlYv9IduYWFZ8PhndOQ0U7X4jLuflMOfhwCLb8neXn4nqgLYB23IulTiP4iCt2JUGToiZH+FgImdUcahMwKBn0UA11+RUXyJFvBPkYP7EgULt6GAvxRtJCfGs01HBjgZLfjfIAD5KrK9dJZCFQb3ImPugYC2d5GjPBdlSX5BBjoNHW8cWUP+LARabpeH9yTa1M5CzrKmsv+ouusqex6yoVtRUHkfspnDka0ui5xecwQyjEdB6z/QBmRzBHiMQUDaELTxXRbZ7U6ocvOeAEq6oY1Or9D9KWpzMQrNnSHAaQjk+zMCt++OZ78r+L1Q8DwWbXR+47n7X2IBfjfeY9c87z0RzYVitDFqjY6EL4sywtPjfS9Cc7lN6FoWnQrYGgHqmSqOvgg83zC+w5VCfls0H3P5ubJPq2fZSXfNdT+CAOZNQncxat/zBPKfl6Hq+/MQiDcM+UcHNkIg3RrIftdHc/GvqAo0cyHlJyiB9yPyr5NQUNoD+fnXEQg4Gx2H+xQFid3jnYagRGJN+GvG9/kymoNJd8PXvTpanw9DN3TPM7MNyAI4bZCPHYD6tG+JAspM8mxp5LcPQBueWci3TUdzItOyqAmKPWajQLR1yPkAxQmtyM6HOaF3SXQiZV8Ux2xOdu0pR/HNu/HvymObVyO7On7SXf+6W6L1/xQUZ/4Z+cRpyJ8VAde6+7nwW8uqnmiNnhXjT3T32009vFsh27sFreu/op6RL9aCX4TuGPl7I9PdUN9revCvRuvjlSh2+ynspzvyF1uixCxojZ6G7oXoimxzs/nwr0OFCeNRldRstBHuhKqab0HxWW1kJ931p/t79Pf+KeTfiXzHr2jd64jipdEoLpri7rMCiNgcJTRboMT7KBQHrY98T6bYqRTF5X9HibEJeWRvieL+DP+nGNsUASLD61F20p10NxTdP4fsYlTg8hJqW7oT2kf0RT66CUrynoKKA5qiffx0tIf9GLUsuD6H/3XoLUEAZeY0ZXe0x38DFb6UoCRjTWQn3YXRPQUl+8eiArpMMesPKD7sgmK60SjuPwcVC7yKbGoV5Nc3iGfpE/wn0P5kSxTvbenuX1BP9IetQA5w+Ev0BzkKGO3uE1CPwb1MvQgz/N0RIPUr+mMegzaPByCgYZc8/DcRWHsQqpKcFLLXQYbwT7QRvBz4n7uPQRvMMaiaeUOyl/UNdV2MMCDkdkegCMjQ3keg8p7oyMWqaJP7oqv360fIQLdBQcgRKAh4292fc/cJ7j4EAcuOgOaOwGB3/7iG/C/RpmYCMD7Dc/cDkIPsGd/R27WQ/UfVXR+ym6JA80l3/xiBsxb2txraZB6PQI1bQ9+aIWNdlPBohmzyC2TH36Hqy03RxualAI/3QXZ6IaLxoeduV8uNy9Ei/U/k2EaiALi3u78S/HVQUFuCFtK7Q+blwOqWvaW0Naqq+iLnvf8d790O9Qh/BF2a9yKaqxuihEpbBOD8E23e+6F51Sy+hy6oGntPVPm/N9qAV8R3MwMB8Xvl4S+J5u21BZCddNdc9+HI5n5CvvodZD/DkF2sizbRL5Gttt8VtUYZjS4kGoUCvGFo074zsqWdkI8/BFXyLYsSjwNDdxHwmrvvEDpLUTDSGlXvDENJkX1qyG+L1vBXkX0n3Yted/NqdA9Gm4PByFbnIeqIAL+OIbufq93FviiB/H3onoZ87kPBOxHZbCYpsgWaB4NQcrs3AhKWRhv+Fsi3foUSgA+hObk02QrqZZB93x/fZVO0hnRF829QFWOrk510L3zdzdAaOBPFsWcgnzaO7Am3jaI6HVfLqudQzNga2dSI4FXEc21D9hh8J+Jy2xryy4O/cSPT3ZDfK+MXBqG17FlUIGBoDd0qNpffovWsF7KVFsjHbeLun82Pj9bSMcjW7orn2QTtXTZBiZBayU6661V3V5RonIuArF2Q72mPEuaroH1qKbBagMf7IfCkN1qrioBdXBcy3Y78VJcYX4IKOKaiOOrBPLKbxu/n8jdEPmsesEU9y066k+6GonsDNLfGolaTsxEu8yva55yB5uY+7n438s9XIgxgRTR/HTjUdVI+l18W77AH0NfdR6AE1PB4ll1QPLpXLWQn3YXRPZLs3WTvBf9yFPeXkC0OaY1ivaPQHmJ7FDtmEtObuVqoZPg9EWANsLXXI3gMf2AAGU3Wz4Hj3H24x03mKHO7BDpa8DmqFBju6rl6MMoOzEGGMQDdlF6ZX46Ail3QDddzY6P4FgrqV0YA7hzgM1cFUjECQboix/EtAsCGBihXjPqWlYWMR0PHywjw28fd30U9E9vGT+d4p1uB/dz9fXc/HV2k0gnYwMyamFmRmZUhQ2uNAoQOteS3QpNiVeDg4JdEeT8IyC4GLOleaLL7hT30ACqiamU1tHDujBaxJsCP7v4h2lT0Qvb/Atps/gPZezmqLH4wdI6J3wXoYrrE8VEEdBQjIKYjmhsrxe/tipzdpshxTgWGRZDaJJ6tFC2kI9FcKYlFtg2y+/8gEHEq0DLmSJPQfxaaO4+gTdN2rksBT0FA4YkIUJwOrG9m+7t7//h8IzT3347vZIVKvJND77PxXhvl4R9aQNlJd+1090MLeam790MZ2hKUDHkfza92CJC+CzjC3d9HIM69aNNdhuxvHQQMHoaq+t4Bzo6F+5/B2xzNy+OBa1Cv5ibunjky3A1liq9AgcNZteAPRxcGHp90Nxjdx8VnVem+HvnRB1yXrBSbLsAYjQC9yUSlYaz5s9FFjf9Fm4v/oQQZweuDEtbXh/7PUOC4M6p03jK+C4ufU5ANH44S0RuhU0oZ/nvx+W2oyuLakLMyim1aVRpbneyke+HrzpV9LaLLgHJ3v8OVeN6WbPuKzZEvy1AJsvOMnZ1s2T56mQ31n8kmiGvDP6KR6m7I7/UPlGBaB61rG6H2Fx/F+HvMrA9q99UJbV43RevoPHSUdr58dBon0+bvWLQ2z0CAySV1kZ1016vu2Wif2xQl5K9Ga9dLwT8bxdmdgIdMR6gfRnHS2yhRNQO4wswei+d4K2fsDyieeggVQR2bR/ZSVfD/U0DZSXfSvah1v4qKo65C8+kJM9vd3cei4pYKFNdt5u7Pxp54lrtfiQDBZqiydDd3H1aJfzCiq9z9Bc/e2zGRLB7wINpDPVdD2Ul34XS/hKrS26A7gaa7+zXuvguqXr4Rxfbtwy4mInxxC3TS8ZawsWvMbMNK/M2APd19GPVMja6FhZkVxcasibuX535W6feWBua4+6+Vf8fMHkHVaju6+zcBuFED/tOoXHwjdx9fSXY/9AftiYCJvsBJ7j7JzLZGAPB36GjZPcjZHObqmdMObQgfIC53cvdXMu8ahrk0WXB7FQQsDwrdmVvkS1EmZQVgJ9ctkE3IlsH/XAf+LLRZ2QsB5Ku5+8+xSc6A4/2S7oUqexLanO4Ydlke9lGKqptnIUczGgGsLYMPAtjKUYXL1NDfIz7bBVUGTw67uwstmJ3JHpn8GQG6f0eb4cfRhiXTA6gEJUY+QEcuOuQ821gUJK8V/EzlaHHorIixs1EG+UMzWzKeb2SMHxEy10HJmgyA3gy1s+gRssrQ5ov4nSXRPGwV3/d3ufO8Mh/4vlCyk+560d0cVeKsjU6O7I8SI+e6+xQz2xZVdpag7O0otKHanWxLgufR5WR3h91thebl/QjU+Sr8axcEQh6e4bn7F7Hhb4mChIsQ8FdTfieUWNkg6W4wupdGyba2VchuhYK/djljv3P3mTG2P6p8GYkuxlgL+NWVWG6PqsYGIB+8GopbZoRNN0FVYe8jUHA1dOrpMgQ27Ybs9xZ3vw7AzJ5AiZIbkI3/27MtDI5DYHTLkLlcFWOvie+kKtnV8ZPuwuheHTjH3Z0gMxuOwOSD3P1hMyv2qHw3s74IVJqFfONPYXelMfzreJ4t3f1dU1KjiasXeGkd+Y1Vd0N+r1tRldQXwBvufmnw9kL7jRbIz/wd+MDde4Wd7FcD/kC0Vl7tSuzXZGzSvfB1D0Rx/9XAdS7wATPbHq1XpWhtuxK1/ZruKvY4E60zzZHvudZ1ireqsTdUIzuXX0jZSXfSvUh1o4ty5wX/DlRV2hPFAE+jtgMHoqRv5pQaZta5tvy6jE26F4ruyxGQPAIlH2ahfepxKObbBBUajkT4X2V+Z1Rkdam738JCoEYFIJtZK5SN7Y4yO6+4e58ajM+Az0eiSX6Au7+cCbjrwgcqKvPiOa9BGYRvUdXQ8ijL8bKZZUrd10UbxWsRoPw/dEnesyGzc4wbiwC+YSjzfBXqj3sJqsQci0Dn8Wa2GzraNgSVwbdGgFxt+IcjkHIS2d56GQDyGhSo1Fb2H1V3XWVnjnFPd/cJpgsb30EtTLZBzuYfqO3FZDM7AgFjp6KFrB1wmru/YQKjDw3+pJD/EwLq+qLKh1/js/Go1cR9wDTXsSDM7BUE0rRAttwLgd6TEHBzAXKGlyHQ+KyYA0Xxu/9A2eCJqKXFu/H+/0GVVG+hTOCpqPL4CxfIcihawN9Fm/NHEJA82wQa9g19x6P5+AgCe+agC7D+iQLzA+M58/H7xmeFkJ101133JyjhsRfqcTYIVfMPBQ5299GmS6v+hkDIJojmohMmD8Fvyb8ZqHLrU5RAOYMsqHgVSpp8jQKC++P5M7yxKLGyMwIF30S2vaD8XNk90DxIuhet7hnIFtoge1wzj+wtUOX8pyEj39hH0WmPq9x9OQDTKZKPgj8AJQuXjzW/C6o62ACBSQOArjlj30VA0hyUFOmDEtFzzGwdBBoUI3oSJedwJaI/DLnzG1uEEndNa8lPugujeySyuY9Qgu3LAIseQQmzG5H/+xb14e6B4s/2aN5MR/Hjt+7+tZn9DcUMX6D4s30t+aNQFX1j0724vNeX7v69mf0FVZLeg+7TuAP5rZNRQnRuyHkRxWP5+N8in7gRWmcd+bNdgz8dxay310J20r3wdY9F4HERArmGAV+7+7dm9i+UUH8I2dtHGR6A6TLhHdG+u7SKseeSveRvYctOupPuhqZ7IODu/n3o/hcCBM+KsYYKGXq4++eBHzVDxQDL5eG3RH5gOVTIsCnaL/dAxYTzG1ud7KR7IepGMeBF6LT2PBTvXQ/c4e4/mNnnqFCwBdrTTgWOcffHw5b6oX71e1iewtn6pkYDIJsuixiAQLlxqK9IMfAPd78t/uDnoKM+0+PzX3LA38r8bRHAsF91fJS5+p1sdCzxE3ffJ8/Y7RDQdzIywotRBWd5/Pv62Bhsg1pUbII2nXMQ0HYvOmL9XACD75K9QK8vqjA4DIHKNyEjLA7+i6iK7kfkzDqgjEc5OtJUE/6PaGM8MZ7tBZT9+C6C3JsRQDiuFrL/qLrrQ/a3yPksGbZxQXw2DAFzG6FjNW1y+D+gPshfoc1HU3RU7QJ3Hx7JmV9QkPkL2uTORvPtJgSkNY9xE+LZXwR6uftIM3sU2WNztEi2DP5FqFL0Z1RJt0zIfg64KJzmUsH/DtkwKFN3fzzLzwhMnhT/PgN4OeZtW7LtYMaiY54vx++3RMmVM5EjHokW8czYjvG9NIvv+5cq+M0LKDvprgfdYTPNwz6aoSDxR3SE9yp3HxV+eiiy0++Bk129rgAws7dRMm8IcIKrNyFmdj7KHj+BQOWWwL7u/ngOrw+y+51i/GHu/lkN+P9PdtLdoHT/FwWBd6INfq7sAWR9XYafb+w/UZXoiqb2REORf/0vOgo31t27mKqWr0eVxhnZvSrx70ageAVKmuwNbOo6pbFDjJlBtmfzNu7+drzfieiofb6xmyPwM3Oj9OM15CfdhdPdOmTPRD7uPXTyaGzobkL2Rvf3gNvcPXOD95koHpmJbDIz9mcEOLaLsbNqyJ8cz1Yc79ZYdC+O73UnOmX2PxSndSLbm30OuiPjC5T8n83ve7dn+N8hELKcbDJkHLK7v6CTP3fE51NrKDvpXri6b0B7gvvi84zfaIXs5S4EaBwdcpvm8tz9HjP7D7pMeHKesWujvehUtL9dmLKT7qS7Ievuj+6+ui90H41akGXGzo7f2RGBhe+Svc8ll98TFU/l8gYiAPIxdEdHZf6Cyk66F67utxAe2CX4bZG/z5wIvxG1TJyKOhVMB95191EEmdkbwAR335uFQMXV/0rDJ9MRrD6o+nFfd98AVUl+DRxqZsuhyXwIqug9FAXUBCjRJg+/GWoX8edq+NtWIfteYEvTEYWqxq4Sv/cO6lu4JTpCNCdebV0U8J2BQLkjUJVUBTDJzJaJ/18KgWmvoaq9UgSmvYEyzC0RIDIAbTp3QY5uFMpar4QcZ034KyLDn0wWvD44eKCWA3NyeEn3wpE9HdnVTOSwNkebjh7Ihg4IHU+iZEOG/xe0wWyF+vW8kOGFnW0e/AoEMk9E2bPvEVhxNvIn5WiT+2U82+5mtjwChi3496JK+oNC7+bITpshsOSlDM9UgbxF8CtQxd4E1Nf2DVSJPwoB8u1QwDzCs8dE2qEN1lQ0TzYFWrl7hbtPi+9gDgqq3wUGVBr7Haqu7pSH3zHGTi6A7KS7HnXH+GVRMiEDKLdC8+E8M1sWzZuuaAO/N6pGBcDM1kWB4DgE5n0RmWRcvayuQ5eWNUOVzk/n8K5C1T87ID9/MMpSLyi/suynku5Frvv6Svwr0Wa8CTohkpH9Cao+uSeH/69KY68I3obAHDNbA4HHLXP4o4BWZrYqOnVxYI7su3P4ZcHfCc2jr5F/HQucYTqp8iTyp5cEfx7qnbamme2Iqh7nxPjcsduiWKQtSs58U0N+0l0Y3aciXzYyxo9Ha+yyCCx8LGT/O3g/omKGO83sUhSbzkZr5I/IPrsgwPFKZKff15LfGwGgNzcy3Yvje/0XVZq2j89HIr8xBd1lcSpac4chX5iPfxaK7U5EVbCj0JrcFLUJ25/siY2ayk66F67uv+XwHV3KugK64LgT8hdHIDs6ECXW9w7erWZ2WXw+BcXrlcfuisCSyYtAdtKddDdk3Z2B/4S/PjD4BwV/T7Rebw2cjmKHqahYsTL/g+Dti/Yue6JYoR0COuc3tjrZSffC1b198O9CRVJ7IIxlT+Tv70O40QDXRXx9KoHHq6E9Q6ZlbREFpkZRgRzVOo+iqqBnPdv7eJ/4PAO8nYUW0c3QUZ+90bH251E2N5f/PwSEXRv/XxX/p/ipLPsclOEdm4efGXsVCug+RL1Lrnb1lloHgWYHIUNrjzbHV6Oq0W+RMe2IQI8D3b1PbHAHomO0h6Hjthui44s9URCRqeb8AbUyGIMA7+NqyC9B/fYOQw7zYgQOjkB91o4P/gPIQSbdhZe9PQoE30SZquEIbN0YOZV10XGLw9GldRVRTXc+2UvEdnP3N8P5nBc/x6MKty6h+1hkyy8h4GW3kP1XVEX3z3gXUAXpGGA9FLzuB3zq2WO7v6DFdHW0EL+JgOj3473/jiquLN5vQIw9JHirk92QfxO/MxzN+bmon+hGaBO1JMr0vofAlzFofuyEqp/XQcD2h2gDtwGaSxMRcLhxJf7GKCl0Q3x39Sk76S6M7jVQ0u95ZM+/hJyPUJKlLbog7XYAM9sE+eFjQsYl7n5xDm8r1A9/O1QheLK7/zuHvzva4K2IaG93f8Lyzw4AACAASURBVKYG/L8gP94cuMLdL0i6F7nujRE4XAr8xd1fDP4dyIe9iwDiT9DaPDyHvxvZVj6Vx/Yku963BHq6+9PBfwMBh8+hwPIT1CJr+Hz4ByOQ4SoUK4DWk3Lkh19ANv8sClQrkB8tR+vLd5XGjkNzZVgVsqvjJ931r3tsjK1ArVU+QgmHHYKf2UQ8h5IRWyMQe5PgZSqSL0d22yt4s5G/y5zsORcBmjXlN1bdi/N7TUb7kwtRnLYnOrn2fOgtRzFhPn4FKtY5NJ4ts0e6fgHG1pWfdBdW9105e+cL0clGkM/aI4e3S4ydg9bAi9E6WXlsrh0vbNlJd9K92OmG31panUD2gr/pxPzMw69A+M6hnr0Ha8eQXRRjT69ibHWyk+5FrDvHXk5GLesq0In0i8mhwAzPRvHAZu7+DQuBSqr/lcWCVkTHeDLgUuaSkA8RENEFgVsDo+L4c/SHmIA2dMuiL39gyPscgU+DEHg2EQHAlflfIYDqHASKzTCzL0L2R6gacp0qxg6KZ3oe9eo8K8DjAxA43CR+ZsR/zwj+/qi67iRkrBVEUJnzbt1QgNEFVTD/DYHW16DNSCsE0r2NLt25BAHUNeHPQcDlYHd/yMw+QGD98uiobhME6JxJ9uKgpLtwspsgEPk5d7/QzJ4Nfnc0z7shgPVRzx69b4qAiiZhKze5+5vw28Vj16FF8bJ4hlvQpmQjdIR/QCyEuyJQpCna2LyBwN39EcAzIj7rDvwQc7QELZxdURLkV2Ccq2dPuenin86oamZ1ZMcf54zthqpvylFWrgRV3tyAjvP9lez8KIrv9GEzm4PA9c0QzY73Pw6BizeQ3ZxXhN5V0OY+H78IGFog2Ul3/esegfzlMFTlWUbcbIs21j8DB5vZSygp8hCyrUxf5OPN7FO0UX8A+efWIXMOqrh/Am3aH0Bzvnnong2cEPO6pnyAv5rZkKR7ketui+xhGHFRY9DNKPm3D0pi/QYe5/CPCvk9M+Bx0LUIIGyPfNpv4HHQmwi83g3FEAdUkj0//k6muxduR1U2e3m0TgCGmC7vHYwS3cXA0Tn8zNhbEJg5ugrZ1fGT7sLofh21O3gG9f0fZGZ7otNsWyDQaXmUlFsXHXnc1MwuQYlkULJ6lOtC5rcRwPRnZEtTEeBNLfg9UVzR2HQ3hveaHZ83c/cPzGxLtGcpRsm5fPwvUAy3cfx3P+R/Wy3A2Lryk+7C6i6N2Lp56DiNbL/11YCNzWyQu89Ep77mkk1W/Jpn7ExU6NR9EchOupPuxVl3OVr3J6E9/ZqVZGf4U1EcvGGubDObhgpoVkJFU/nGVic76W44ujdGBUyz0Z51LzN71d37A5jZVihRsQKw08ICj6GRVCADmHoBfwsCUuOzVmgjNxRt5qbG5+uhoHs4AhdmINDpn+4+Loc/EfW3mT4f/nro6FBv1KOka47snUP2bfORPQaBeLeiqpS3Yuw8VOq+C6osugcdh3g7fr8cbUDWja/g+Bj/PjrOBtkLWS5DoPQ81OaiVfDbIedWG/6SaJM9GWVbnkctE9qgoKQtAgiT7oUnuwNycAej6uA2CMB9DIHH7VGV+9umCuMuyMa6ka2QeidkFaG2GMMRUDsS9UN+29ST+NdIWLyBqiLmoCMdR6Lqt2nIltuErPbx3pci8HsZdIleBdkkyGR07O5FVEG8fDwXyI53d/e+ZvYnBKyPREd1z0KJnFNQW48PEPD3Flq4T4vv6qj43u5Hc2dlFFSvGDLejLFPonnWEW3Au1XBXyl0FkJ20l1/ul9AlcgdESjdFdnHCijJ0S1k7oIW6aXRmtED+d3P0Tw7CQHTE5Fd34bm6BrIfi9HAaXH2NviOR9GQPU9NeTfgxIrzyBwIOle9Lr7oOCxPTqd8TzwV3cfa2YdUDX8RFTFPDYSYplkXTvkk6YBG7j/7jbmDqi1Sjdkw+94zgUYplYFj6LTFr+TXRU/WEXId7ZDNt8U2DJ8d1Hw26FTHhVofvw2Nn6vQ235SXdBdT+FNqEHoXVvKNleim3R3QYroA1IB+AWdz89bPHfKN54GiVGvgY2dl3IW2s+ij8ane5G/F4TUExZ77oXQHbS3XB0f4USqBndd6BTMmuH7pvd/Ywc3WVoLbw1MzbH1p5GfumRhSU76U66G4Nufj8/26F9Tz7ZF6C90IZVyF4Sxab31kB20t3AdLv7eABTQWAxqlJ+DBX7nU+Qme2KilhHshBpsQSQTZcdXYSOtZeinmGDIxPQxLNl3x1RlVAvd78tPlsVVUNOQ3+ID9CR/F0QQPAoqlwuz8M/GW08Bwa/D8riZvhnoz5V+cZWlp07djcEwh2JNq29gMnuPtFUmt4PAYv7xM+H8dk0BKqsiDbFPyJAum/8rI2O7rdAhjoJbURORxvmfWrBH4cqmqchkHIZZNiZC+DqIvuPqruuss9AQO82CCxdCzm54bHZvBto7e77map3K8j2K26P+n22RBvR8uA1cffZZtYb9Zjd28yauargS5C9gXrytYlneBXZ4tT4qe69x6M5M7aK974Q9X47EB3vmYtuMnUz6wTMcvdJZrYv6tv8HcrUHQac6e6TAMzMERj9GQIDT83h7YTAosmognnfSmOr4xdSdtJdN91HI3C5b4wfHfzbkJ/sjOy4P7r49HW0YfsEAXnzkE2f6+4/hPze8Uz3oiqCAehC1h/M7BRk41NQtekBdeDPSbobpO6PwpbGxNgbkN8dSLaidEt0XPG5AAxbBG8QSo71Rm0mnned9GgZ/J9Rsvi3sTn8IcHfrCb8Guj+f89dV37SXXDdP6Iji3ugdi5Ho7V2BdQjtxMqkNgDndIoQr7vSLTe74cucxwC/AkB0K+hGLYlukD6cTMbuoD8j5Ffbmy6G+t71avuGspOuv9YuhvreyXdSXeDnEP8QdehRqR7KMJF1kHx3Y7u3s/Mbgld3YHxnlNIsrCpeFEpri2ZLrT7AP0Ru6Jy76dRIA2wj5kdFP+ehICEaTF2OfQH6YSA2wuBF9x9d/RH3xttJpsi0Koy/3iULZoe/Ivd/bkc/pnzGVtZdi/gpeB/jvrhPQuUubIIk8ys1N2HoKqo5gh0boaORX7taqDdA2XA5qBNcG9U5TnQ1cfzFAQYvoqAu97u/h4wsYb81xEYf3/I/gwB+HeSPQpcW9l/VN31Jbt/8B8L22iJnNoBiErCfnD3uWQrN1dy91/Qcezm7j43nNFRwL2m3uIVMR4XeLw0sse/uSroSmPsKHQU7mzk+KYtwHvfA7yV571BQPbGKCt3LaqsLwXONrO/oz6Qp5nZRvHeQ1Hbg2cQCHOKmf05ZJ0X77Aucsw3mFmvGPsS8ArKKN5VDb9PAWUn3fWv+38oK7w/cJWZLR38p1Amean47yEoqdgeAT7Lo6OjHdAcuszMVgjd1yLbnIPs7RDgctMlfG8g+72FrD3Whv9s0t1gdR+ILj9bOsaCYpANUUXJlqgC+TDT8bOiHN6BKG4ZjgLAZqZ7CzL8zfOMJfirInC4pvwF1Z3vuakjP+kurO6tUYx7IGo1dR1K5nZAp4veBD5w91PJ9uc7mOyJpT1QrHADqsJviuKG3/imU3wLym/bSHU31veqV901lJ10/7F0N9b3SrqT7gY5h/iDrkONSHdTVFC6ArrXJ7Pf+AhhIa0XJXgMi1kPZFOp+CMoaD4FVSd2QtWH15jZIASedjCzFvH5HGCGmbUDbkKAwWRgFXd/y8yIoH4C+j7+jP6g67j74Bz+FBS4L4cuUhocz5TptzwF9WqdmWdsVbLnmipWfkaG1xXY0MyOdfc70I3sRahabl78zoZAias6tNTdp5n6N+6LQLg1XVWnJWZWisDun1Df2kzvNICiBeQXoQ30dqgX3ziP3iyhe1Dwl6+F7D+q7kLJLkZVuj8R7SRiHpQiWypGLR2uR318PkZ9kkvQPMHMulfi545dGlXx7QXsamZTc/ilCKzbClXkzavFe3+AwOtOCPDeOOTtigCeDVB18XQ0h5cDNjOzA8lemrYkcdkZsEXw3keA9dooa9cxz9itUAV0x3jPXP7n6BTBEsip16fspLtwulugKvd7UcKw1MzOQP50Ktm2LhXId76ETopci8C4j1DP72OBpmZ2FgLqxsfvdkenQY5B8+D14L2FwMr3asl/GlVAf5B0N2jdrwXvS1QN/16MPxm1kVjN3YeaWS7vWNR6Zzegg7v/WIlfeWxRNbKr4yfdjV93T1TMcLGZPYBOyb2PNif3mNnRyI+tizYkV8f4Y9FaOQT5xD1RfPp/7N17tOVXQR/w78xcyCRkJpfE6QNf6ZLcHQMqUNqCCoIvcKHBVlOFooVCoDqkIFpaWiAS0KKpWEyH8VF88uhDpI0YX9UVWaWNrYtHLC52DPGB0AVmLvMymSQ3M/1jn5vcuex775k593l+n89aZ93cs3+/3/f3y/zuneR79tnnJ89z/DvS3mI5bdnTel2yZfsZki17Z2RP63XJXnn8/iSfrbWeyMM+L21iwV9li+20GchXpr1F/i1pH6J0Mm3ph58YPf+TaQXS0bT1Sl6aNsvs8iQ3pv2H+HySu5O8tpTy4lGDX9L+IPeNHp9dNn5VWjl8ejT2faObaPGD67582fi5HPvKtLLsWNo0+ZkkP15KefWo/LsyrdQ4nVZ6fEmSD5RSLk8yMyr8XpVWgjyYNlvlxaOZpp+f9j8Xu9PKlNPnOP5FabP9zozO+0tG/15T23Ihj10yLnt7HHvp+OLPwd8cZV2aVsRenOQv0j4Q7MWje++zpa1tfNb4kn0vSVvj+7mj7+eXHfviZePLz32t6y5ps4rvSSv2/iDJC9M+COiZaYX5qbSC/IEkPzsaf0baL/JvHV3H/077ebp1NPaFaT93Xzza75Fps0xfNBr/O6PHwujf1/Lxr0x7a/DJtEJxPY8te2Oyn5zkD9P+0r909PzL0t4F8ra0V3P/JO0v6ZL2c/WDaS98/GjaB0B+Vdo9fW/a3yP/IG2dqpemveD3+2mz4+8ZPfdto2McSSt4jk4wvnhs2ds7+w2dY9+b9gnKj0zy7tLe9XR02bEfOxq/fvTC3Ir7jv4b4bzHZQ8m++bSZtT/adpEg+Oj7KvT3uH0nLT79INpL8rdu2T85Wl/534q7YW58x3/2JRmT+t1yZbtZ0i27J2RPa3XJXuF8Vrrny8tj0f/ffn1aROs7skW22kF8qVp/zP3W6Pidtdo9u/vpjX3fzvtbcsvTSsfvj+twf/naW9N/bO0knlx/HWlfXrx69MKrv3L9l8cf/Mo+xeWjb24tDWKf3g0/vPncezF8QvT3sL/jrTC5N+k/c/AzWkFx88meUnaerlPSitIbk97y/7npy0HcHh0nJtK+/TlX0p7G+RfjY59ruP/aXRuPz/KPpLk8aWU20spP5M2G/yLZG+bYy+OnxyNL95rTx49fiptlt3b08rXk2lLrXxF2nqwP9kZX9z3LUm+JZ/7M7TS+Lle97vTfoauT3u7+TemfZjaPWkflPXMtF/mL09bW/K1efhTbt+a9j/UP5xWDr4jrTQ8k/Yz+2tppeNr096V8NK0NW8fTJtt/ZVpHzJyXWf836W9jeWGtPWP1vPYsjcm+6lp71D59rQ1QZ+U9nv2k3n4E+m/L+0FmPm0pYRuyMOz+X4o7f48keTyWuu705bFuHp0Hv9k9PhI2u/1K9M+PfcL0j784FjaiyXnOy57Z2f/u7S/u+fS/h6fWXbsl6f9bvzW0fYr7jt6Efm8x2UPJvuKtP9OfcSy7F9Mu4+/Ku3v1lemzcTfn/aOoDvS3sm0OJvlNROML0xp9rRel2zZfoZky94Z2dN6XbL742dKKa8bTRJNaUvz/nTaZLp/UWtVIJ+j29PeqneytA/LO1PaB3rdl/aHfEeSH6+1/m7arN170mYg70t7xeD30j698HfTCoQL02ZwfEPauoj/Y4Xxp6ateXL96BgH0/6A/23aBzR9xWj8hvM49tLxG9Jmyr0wbZbmo5LclfbJjP+q1vqf09ZcuSut/PhMkl9dHB+dzy/k4eUy9qXNCP29tPWXz3V8b9pbe18zOu/r0grsL01bxuDIaFz29jj24vj78/C9djBtpuZXJPmmtBcc/mUevo9Ppq2j/Zy0e/G/pd1ry/f9jnzuz9BK4+dz3Z9JK/9+enQOb0ryuLSfk8ek/Sx8Wdqs0OelvXXkwbTfYfvTvD7tZ+mf5uEXj/56Wim+uI7py0bn+YnRc3vTXnx6/Gjb5eOLvyNftwHHlr0x2RemLS/w3WkvRvy/tFds7xw9v7jm7TPT7tG/XUq5OO3Fm2vT1iv9WNq9+fTRuz3uHD2XtA9IPZhWTl+d9nP3ybR1SL8hbf3kScZl79zs56Tdf9+V9nv225cd++K0F8ten/Z768Nr7LvWsWXLXj6+mP3X0u7jP0vzntG+d6QtqfEFab9DX5P2Qt0fTTg+rdnTel2yZfsZki17Z2RP63XJXjn7YNoSoI9KW9rzQJJn1Fo/mm1gRxXItdb5tKI1tdYHR18X0qaXP5Dk3bXWI6Wtt/rRtBLq7rRZZo9N8r211r8cjf9R2izP+bS3xn/JKuP3JvnNWuuRJLtrre9PK/juSStC3pbkeed57KXjR5I8UGv9pbTZKn+a9hbr31lyXf897e3an0ibefzRJN812vczabNdvjntfzAenTZb6nvPc3xfkt9ezK61/kpagf3HaQX6e5P8I9nb5thLx/+ylHJB2lIQN6e9yPLZtNmWR9J+9j+Q5BVp9/FC2jIv37nKvn9rjWP/rVXOba3r/q9J/nWt9d5a6yfTZkvfm/ZWjrenlYjvS5txdXXaLNTZtJ+Rt6cVib+dtpzNC9M+2fQTabOhr017oeXH0oru/5U2G/rP02ZtLx67N/4LG3hs2RuXvbjv4l/KB2utz0r7i/lDo+3/d9rSGDNJ9tVaT9Za35FW8nxB2n27K+3+fnXaK78fGo19JG0m/K602ffPqbX+6JJ9Jx2XvfOyP5iH76X/UWu9sXPsxfvsTcuOvdq+k47LHmb2nrS/05/Yyd6T9rvya2utb+4c+3zHpzV7Wq9Ltmw/Q7Jl74zsab0u2SuPf7rW+ldp77T++lrrH2ab2FEFctLWHF7luftHXw/k4RLiu9PWjHtdWmGVtKLtBWkFwjVjjr+mlPJPaq0PjF6JKGlrJH5ylDPJsZeOz46WtjiQVoScXJqdtoD2NyR5Vx5egmDpsX8gbRbey9JmZU86vvy6v2r07/ZE2qwX2dvr2EvHL0kr3j6UNmv3szn7Xros7Zfhu9Nmtb94jX3XOvak1/3CUsqu0dgvpxXI/zDJ62utPzva5qNpL67ckDaz9DvSPtTy7UvGvy9tqZvvGG33c0vGrl627w3Ljt0b38hjy97Y7CvT3q3x99K8I+3FxDen3X8vTpuR/PeSpJTyztH4j4z2vTTJN9b2QuVPLRl7atrSGWeSPLm2d8W8cx3HZe+87JeM7rFV76XO2Fr7Tjoue6DZta2Z/LZl+167uG+t9Vjn2JOMT2v2tF6XbNl+hmTL3hnZ03pdslce/9lSyl+vtZ6ptR7LNrLrzJkzW30OEyltCYsL0l4leFnaDOW3pa3H+nW11v9TSnla2pqsF6e1+E9M8vy0T7a+c5LxtA8RW89jP2E0/qVrjXeyF8euqrX+8Sr7Tjye5G/I3vbHfmJaoXtFrfWu1cbTZrOf174rjK/HdT+t1npbliilfCDtXQXXJtlVa/10Z/x4kheuMLbWvlt5bNkbk31Z2hrcV6WtcfwtabNJr017a/kn0l79XTr+wbSS5q1pBfXnn8O+k47Lnq7spcd+Q9rMgq24LtnDyp6mn6Ht8vM7TdclW7afIdmyd0b2tF6X7JXHX5K2dO6Ta3tn9rYyDQXy7rR14O5M+4P4yrRZi19Va/1wKWV3bR+499Vpb3++Ku1Db76u1vrBScaTfHijjj1B9tfWWj+0yr4Tjyf5iOwdc+ytvI8nvu6MlFJ2pa2B/PNJ/mOt9UdL+xDNM2uNT7LvVh5b9vpkp73A+Ia0v6SfV2v9n6PtHpn2d8c/W2X89WnLFZ3PvpOOy56u7Gm9Ltmyh5A9rdclW7afIdmyd0b2tF6X7BXG6zabebxoxxfIyUOFwZ1pfxCzaeXxh5Zt88gkv5E2u/Gra61/tF7jG3ls2cPKntbrWofsx6f9Av+7aW8luWvc8Un23cpjy16f7LQPYHxHkpfVZTPaR9t/2Urjq41t9Ljs6cqe1uuSLXsI2dN6XbJlT8OxZcseQva0Xpfslce3rTNnzuzox9zc3K65ubnPm5ubOzk3N7cwNzf3uM42j56bm/vFubm5B+fm5r58Pcc38tiyh5U9rdc1Sfbc3Nzuubm5d8/Nzd02Nzf3qXMZn2TfrTy27PXPnpubu3j5Pbls3xXHJ9lXtuwhXJds2UPIntbrki17Go4tW/YQsqf1umSvPL4dH1MxAzlJSinfkOQTtdaPdcZmk/xokkO11o+s5/hGHlv2sLKn9brWIfspaR+c9x9qrXeey/gk+27lsWVvTDYAAABwHra6wd6sx9zc3CM2anwjjy17WNnTel3rkL37fMcn2Xcrjy17Y47t4eHh4eHh4eHh4eHh4eFxbo+pmYEMAAAAAMD62r3VJwAAAAAAwPakQAYAAAAAoEuBDAAAAABAlwIZAAAAAIAuBTIAAAAAAF0KZAAAAAAAuhTIAAAAAAB0zWz1CfT85V+eOLP0+4svviAnT9634varjU+y73bOntbrki17Go4tW7bsnXts2bKHkD2t1yVb9jQcW7bsIWRP63XJlr3a2IED+3ateKAdYEfMQJ6Z2XPe45Psu52zp/W6ZMuehmPLli175x5btuwhZE/rdcmWPQ3Hli17CNnTel2yZZ/LvjvNjiiQAQAAAADYfApkAAAAAAC6FMgAAAAAAHQpkAEAAAAA6FIgAwAAAADQpUAGAAAAAKBLgQwAAAAAQJcCGQAAAACALgUyAAAAAABdCmQAAAAAALoUyAAAAAAAdCmQAQAAAADoUiADAAAAANClQAYAAAAAoEuBDAAAAABAlwIZAAAAAIAuBTIAAAAAAF0KZAAAAAAAus65QC6lXFFK+ZaNOBkAAAAAALaPmXE2KqV8RZIXJnlOkiuS/F6SX11jnwNJbkzyzUkuTHJbklfWWv9wgvMFAAAAAGCTjDsD+UVJvjXJbyX5i7U2LqU8Msl/T/L1Sf5lku9J8sVJfmdULAMAAAAAsM2NNQM5yfW11lcmSSnlq8fY/ruTfHmSp9Zabxvt9+EkH0krk284j3MFAAAAAGATjTUDudZ67ByP+/eTfGyxPB4d4/Ykf5jkWed4LAAAAAAAtsA5f4jemL48ye2d5z+atoYyAAAAAADb3K4zZ86c0w6jpSiO1lqfsco2p5K8vdZ6cNnzh5JcW2t95GoZ9957/5mZmT0Pfb9nz+48+ODpFbdfbXySfbdz9rRel2zZ03Bs2bJl79xjy5Y9hOxpvS7Zsqfh2LJlDyF7Wq9L9nCy5+eP5OjRzybZldnZ2Vx66WXdseRMZmcfnUsvvSyPeMSeXSsG7QDjroF8Psft/QmcWeH5s5w8ed9Z38/OXpSjR+9ZcfvVxifZdztnT+t1yZY9DceWLVv2zj22bNlDyJ7W65ItexqOLVv2ELKn9bpkDyf77ruP5NChm5IkBw9el927L+yOLR0/cGDfijk7wUYtYXEsySWd52eTHNmgTAAAAAAA1tFGzUCuSa7qPP+49NdGBgAAAIBt59SpEzl+/Fjm53dnYeF09u+/JHv37htrfJJ9ZW/P7CFatwK5lLKr1rq4oPItSW4opTyu1vrR0fjjkzwhybXrlQkAAAAAk1irMDx+/NjnLEsw7vgk+8rentlDNFaBXEp5bJLHjr7dl2R3KeXZo+/vTPJNSd5cSnlarfWDSQ4l+Z4kN5dSbkhb+/j1ST6c5BfW8fwBAABg6p06dSJ33fWpqZvJJ3trsy+6aN+mXdfi+Fbcx2tlKwxhdePOQH5BkuuXPffro69vSPLpJPenFcWptX62lPLMJD+R5G1J7kvyq0l+oNb6wKQnDQAAMO0UUNsze6vKr6UF1zTN5JO9tdmbeV3bORtY3VgFcq31B5P84BqbHV62zx1Jnr3CtgAAAKxCASVbwQXAdrB7q08AAAAAAIDtSYEMAAAAAEDXuGsgAwAAG2ya12/1AWDnfmwAgO1AgQwAANvENK/f6gPArHkLAOxMlrAAAAAAAKBLgQwAAAAAQJcCGQAAAACALgUyAAAAAABdCmQAAAAAALoUyAAAAAAAdCmQAQAAAADoUiADAAAAANClQAYAAAAAoEuBDAAAAABAlwIZAAAAAIAuBTIAAAAAAF0zW30CAABDd+rUiRw/fizz87uzsHA6+/dfkr179605ttHjQ8m+6KJ9m3Zda2UDAMB2o0AGANhix48fy6FDNz30/cGD1z1UKq42ttHjQ8nezOtaKxsAALYbS1gAAAAAANClQAYAAAAAoEuBDAAAAABAlzWQAQCytR/oBgAAsF0pkAEAsrUf6AYAALBdWcICAAAAAIAuBTIAAAAAAF0KZAAAAAAAuhTIAAAAAAB0KZABAAAAAOhSIAMAAAAA0KVABgAAAACgS4EMAAAAAECXAhkAAAAAgC4FMgAAAAAAXQpkAAAAAAC6FMgAAAAAAHQpkAEAAAAA6FIgAwAAAADQpUAGAAAAAKBLgQwAAAAAQJcCGQAAAACALgUyAAAAAABdCmQAAAAAALoUyAAAAAAAdM1s9QkAwEY5depEjh8/lvn53VlYOJ39+y/J3r37NmV8M7Mvumjfpl3Xdsi+665PbcixAQAA+FwKZAB2tNVKwePHj+XQoZse2vbgwevOKgw3cnwzszfzuqY5GwAAgM+lQAZgR1MKAgAAwMaxBjIAAAAAAF0KZAAAAAAAuhTIAAAAAAB0KZABAAAAAOhSIAMAAAAA0KVAX8ZKXwAAIABJREFUBgAAAACgS4EMAAAAAECXAhkAAAAAgC4FMgAAAAAAXQpkAAAAAAC6FMgAAAAAAHQpkAEAAAAA6FIgAwAAAADQpUAGAAAAAKBLgQwAAAAAQJcCGQAAAACALgUyAAAAAABdCmQAAAAAALoUyAAAAAAAdCmQAQAAAADoUiADAAAAANClQAYAAAAAoEuBDAAAAABAlwIZAAAAAIAuBTIAAAAAAF0KZAAAAAAAuhTIAAAAAAB0KZABAAAAAOhSIAMAAAAA0KVABgAAAACgS4EMAAAAAECXAhkAAAAAgC4FMgAAAAAAXQpkAAAAAAC6FMgAAAAAAHQpkAEAAAAA6FIgAwAAAADQpUAGAAAAAKBLgQwAAAAAQJcCGQAAAACALgUyAAAAAABdCmQAAAAAALoUyAAAAAAAdCmQAQAAAADoUiADAAAAANA1M+6GpZQnJrkxyVOS3J/k5iSvqrXOr7D9Y5O8KcnXJHlUkg8neV2t9fcmPWkAAAAAADbeWDOQSylXJLk1yYVJXpRWDF+T5FdW2P6vJbktyZOTvDbJP02yL8lvlFKunPisAQAAAADYcOPOQL4+yX1Jnl1rPZEkpZSFJG8tpTy91vr+Zdt/c5LLkjy31vqB0fYfSvJHSZ6V5GPrcfIAAAAAAGycNWcgl1L2JLk6yXsWy+ORdyY5k1YIL7e43d4lzz1q9PUz53GeAAAAAABssnGWsLg8bfmJ25c+WWs9kuTTSa7o7HNzko8kOVxK+bJSypcm+bkkv5/klyc5YQAAAAAANsc4S1gcGH29uzM2n2R2+ZO11vtKKV+T5JfSiuQzSd6b5B/XWh9YK/Diiy/IzMyeh77fs2d3ZmcvWnH71cYn2Xc7Z0/rdcmWPQ3Hlr252fPzZ78WOjPz8HarjW30+GZmb+Z1DTV7KPfSULOHch8PNXso9/FWZg/lXhpq9lDu46FmD+U+3srsodxLQ80+1313qnEK5MVtTnfGzvSeHy178UNJSpJvTPLoJG9JclMp5XtqrfetFnjy5NnDs7MX5ejRe1bcfrXxSfbdztnTel2yZU/DsWVvbvbCwunP+X5xu9XGNnp8M7M387qGmj2Ue2mo2UO5j4eaPZT7eCuzh3IvDTV7KPfxULOHch9vZfZQ7qWhZo+774ED+7KTjVMgHxt9vaQzNps2w3i5Vyf5x0murLV+MklKKX+Q5KNJPpXkted+qgAAAAAAbKZx1kD+eJIHk1y19MlSyqOTPCbL1kYe+fYkv79YHidJrfVPktyW5JvP+2wBAAAAANg0axbItdZ7ktya5JpSyt4lQ8/Pw2sbp5Sya8nYvUmuKKVcsPjE6J+/JMmpyU8bAAAAAICNNs4M5CS5Pm228ftKKd9WSvn+JD+S5HCt9Y5SynVJTpZSnjTa/qeTfFGS3y6lvKCU8vwkvzl67qb1vQQAAAAAADbCWAVyrfUDSZ6b5LIk70ryiiQ3JnnlaJOFJPenzUhOrfUXk/yjJI9K8lNJfjxtGYxvqrW+cx3PHwAAAACADTLOh+glSWqttyS5ZYWxw0kOL3vuXWllMwAAAAAAO9C4S1gAAAAAADAwCmQAAAAAALoUyAAAAAAAdCmQAQAAAADoUiADAAAAANClQAYAAAAAoEuBDAAAAABAlwIZAAAAAIAuBTIAAAAAAF0KZAAAAAAAuhTIAAAAAAB0KZABAAAAAOhSIAMAAAAA0KVABgAAAACgS4EMAAAAAECXAhkAAAAAgC4FMgAAAAAAXQpkAAAAAAC6FMgAAAAAAHQpkAEAAAAA6FIgAwAAAADQpUAGAAAAAKBLgQwAAAAAQJcCGQAAAACALgUyAAAAAABdCmQAAAAAALpmtvoEAGA1p06dyPHjxzI/vzsLC6ezf/8l2bt331afFgAAAAyCAhmAbe348WM5dOimh74/ePA6BTIAAABsEktYAAAAAADQpUAGAAAAAKBLgQwAAAAAQJcCGQAAAACALh+iB2w7p06dyPHjxzI/vzsLC6ezf/8lZ31o2nqM33XXpzbs2NsxezOua6OyAQAAgK2jQAa2nePHj+XQoZse+v7gwevOKhTXc3wjj72dsjfzutY7GwAAANg6lrAAAAAAAKBLgQwAAAAAQJcCGQAAAACALgUyAAAAAABdCmQAAAAAALoUyAAAAAAAdCmQAQAAAADoUiADAAAAANClQAYAAAAAoEuBDAAAAABAlwIZAAAAAIAuBTIAAAAAAF0KZAAAAAAAuhTIAAAAAAB0KZABAAAAAOhSIAMAAAAA0KVABgAAAACgS4EMAAAAAECXAhkAAAAAgC4FMgAAAAAAXQpkAAAAAAC6FMgAAAAAAHQpkAEAAAAA6FIgAwAAAADQpUAGAAAAAKBLgQwAAAAAQJcCGQAAAACALgUyAAAAAABdCmQAAAAAALoUyAAAAAAAdCmQAQAAAADoUiADAAAAANClQAYAAAAAoEuBDAAAAABAlwIZAAAAAIAuBTIAAAAAAF0KZAAAAAAAuhTIAAAAAAB0KZABAAAAAOhSIAMAAAAA0KVABgAAAACgS4EMAAAAAECXAhkAAAAAgC4FMgAAAAAAXQpkAAAAAAC6FMgAAAAAAHQpkAEAAAAA6FIgAwAAAADQpUAGAAAAAKBLgQwAAAAAQJcCGQAAAACALgUyAAAAAABdCmQAAAAAALoUyAAAAAAAdCmQAQAAAADoUiADAAAAANA1M+6GpZQnJrkxyVOS3J/k5iSvqrXOr7LP45PckOQZSS5M8idJnlVr/cQE5wwAAAAAwCYYq0AupVyR5NYk/zfJi5J8YZI3Jrk8rRzu7fPVSX4ryf9K8n1JjiUpSU5PdsoAAAAAAGyGcWcgX5/kviTPrrWeSJJSykKSt5ZSnl5rff/SjUspFyZ5Z5JfTfKdtdYz63jOAAAAAABsgjXXQC6l7ElydZL3LJbHI+9McibJszq7XZPkMUleXWs9U0p5xHqcLAAAAAAAm2ecD9G7PMm+JLcvfbLWeiTJp5Nc0dnnWUn+OMmTSil3Jbm/lPIXpZRrJztdAAAAAAA2yzhLWBwYfb27MzafZLbz/JVJLkrypiSvS/JXSV6e5KdLKX9Wa/2t1QIvvviCzMzseej7PXt2Z3b2ohW3X218kn23c/a0Xpfs4WTPzx/J0aOfzfz8rszOzubSSy9bMnb2a1szM2cfYz3HN/LY2yl7M69L9uZnD+U+3srsodxLQ80eyn081Oyh3MdbmT2Ue2mo2UO5j4eaPZT7eCuzh3IvDTX7XPfdqcYpkBe36X343ZkVnt+ftoTFlbXWu5KklPKbSf4kyQ+kfbjeik6evO+s72dnL8rRo/esuP1q45Psu52zp/W6ZA8n++67j+TQoZuSJAcPXpfduy98aGxh4exfKwsLp886xnqOb+Sxt1P2Zl6X7M3PHsp9vJXZQ7mXhpo9lPt4qNlDuY+3Mnso99JQs4dyHw81eyj38VZmD+VeGmr2uPseOLAvO9nutTfJsdHXSzpjs0mOdJ6/P8kdi+VxktRa701yW9rsZAAAAAAAtrlxCuSPJ3kwyVVLnyylPDptlvHtK+zTW9piz+hYAAAAAABsc2sWyLXWe5LcmuSaUsreJUPPT1vC4r1JUkrZtWTsN5J8finlmYtPlFIuTfK0JO+f/LQBAAAAANho48xATpLr02Ybv6+U8m2llO9P8iNJDtda7yilXJfkZCnlSaPtfy5JTfLLpZTrSinfleR3RmNvXMfzBwAAAABgg4xVINdaP5DkuUkuS/KuJK9IcmOSV442WUhb9/jMaPt7kzwz7cPy3pjkp5J8JsnTaq13ruP5AwAAAACwQWbG3bDWekuSW1YYO5zk8LLn/l+S5010dgAAAAAAbJlxl7AAAAAAAGBgFMgAAAAAAHQpkAEAAAAA6FIgAwAAAADQpUAGAAAAAKBLgQwAAAAAQJcCGQAAAACALgUyAAAAAABdCmQAAAAAALoUyAAAAAAAdCmQAQAAAADoUiADAAAAANClQAYAAAAAoEuBDAAAAABAlwIZAAAAAIAuBTIAAAAAAF0KZAAAAAAAuhTIAAAAAAB0KZABAAAAAOhSIAMAAAAA0KVABgAAAACgS4EMAAAAAECXAhkAAAAAgC4FMgAAAAAAXQpkAAAAAAC6FMgAAAAAAHQpkAEAAAAA6FIgAwAAAADQpUAGAAAAAKBLgQwAAAAAQJcCGQAAAACALgUyAAAAAABdCmQAAAAAALoUyAAAAAAAdCmQAQAAAADoUiADAAAAANClQAYAAAAAoEuBDAAAAABAlwIZAAAAAIAuBTIAAAAAAF0KZAAAAAAAuhTIAAAAAAB0KZABAAAAAOhSIAMAAAAA0KVABgAAAACgS4EMAAAAAECXAhkAAAAAgC4FMgAAAAAAXQpkAAAAAAC6FMgAAAAAAHQpkAEAAAAA6FIgAwAAAADQpUAGAAAAAKBLgQwAAAAAQJcCGQAAAACALgUyAAAAAABdCmQAAAAAALoUyAAAAAAAdCmQAQAAAADoUiADAAAAANClQAYAAAAAoEuBDAAAAABAlwIZAAAAAIAuBTIAAAAAAF0KZAAAAAAAuhTIAAAAAAB0KZABAAAAAOhSIAMAAAAA0KVABgAAAACgS4EMAAAAAECXAhkAAAAAgC4FMgAAAAAAXQpkAAAAAAC6FMgAAAAAAHQpkAEAAAAA6FIgAwAAAADQpUAGAAAAAKBLgQwAAAAAQJcCGQAAAACALgUyAAAAAABdCmQAAAAAALoUyAAAAAAAdCmQAQAAAADoUiADAAAAANClQAYAAAAAoEuBDAAAAABAlwIZAAAAAIAuBTIAAAAAAF0KZAAAAAAAuhTIAAAAAAB0KZABAAAAAOiaGXfDUsoTk9yY5ClJ7k9yc5JX1Vrnx9j3Z5K8JMkbaq0/eH6nCgAAAADAZhqrQC6lXJHk1iT/N8mLknxhkjcmuTzJM9bY9+uS/P0JzhEAAAAAgC0w7hIW1ye5L8mza63/pdb6liSvSfI1pZSnr7RTKeVRSX4myb+d+EwBAAAAANhUaxbIpZQ9Sa5O8p5a64klQ+9McibJs1bZ/YeSnEjyY5OcJAAAAAAAm2+cGciXJ9mX5PalT9ZajyT5dJIrejuVUp6a5HuTvKTW+sBkpwkAAAAAwGYbZw3kA6Ovd3fG5pPMLn+ylHJBkrcnuanW+n/O9aQuvviCzMzseej7PXt2Z3b2ohW3X218kn23c/a0Xpfs4WTPzz/8+tXMzNnbLB3b6PGhZG/mdcne/Oyh3MdbmT2Ue2mo2UO5j4eaPZT7eCuzh3IvDTV7KPfxULOHch9vZfZQ7qWhZp/rvjvVOAXy4janO2NnVnj+dUn2jr6es5Mn7zvr+9nZi3L06D0rbr/a+CT7bufsab0u2cPJXlg4fdY/L91m6dhGjw8lezOvS/bmZw/lPt7K7KHcS0PNHsp9PNTsodzHW5k9lHtpqNlDuY+Hmj2U+3grs4dyLw01e9x9DxzYl51s99qb5Njo6yWdsdkkR5Y+UUp5QpJXpy1fcX8pZaaUslhC717yzwAAAAAAbGPjFMgfT/JgkquWPllKeXSSx2TZ2shJXp7kEUl+PckDSx5Jm5FsPWQAAAAAgB1gzQK51npPkluTXFNK2btk6PlpS1i8N0lKKbtGz78pyd/pPJLkZ5b8MwAAAAAA29i4y0lcn1Yiv6+UcjjJ5UnekORwrfWOUsp1Sd5cSnlarfWDSf50+QFKKUnyqVrrH6zDeQMAAAAAsMHGWcIitdYPJHluksuSvCvJK5LcmOSVo00WktyfNiMZAAAAAIApMPYH2tVab0lyywpjh5McXmP/XauNAwAAAACwvYw1AxkAAAAAgOFRIAMAAAAA0KVABgAAAACgS4EMAAAAAECXAhkAAAAAgC4FMgAAAAAAXQpkAAAAAAC6FMgAAAAAAHTNbPUJANvTqVMncvz4sczP787Cwuns339J9u7dt27jAAAAAGx/CmSg6/jxYzl06KaHvj948LqzCuBJxwEAAADY/ixhAQAAAABAlwIZAAAAAIAuBTIAAAAAAF0KZAAAAAAAuhTIAAAAAAB0KZABAAAAAOhSIAMAAAAA0KVABgAAAACgS4EMAAAAAECXAhkAAAAAgC4FMgAAAAAAXQpkAAAAAAC6FMgAAAAAAHQpkAEAAAAA6FIgAwAAAADQpUAGAAAAAKBLgQwAAAAAQJcCGQAAAACALgUyAAAAAABdCmQAAAAAALoUyAAAAAAAdCmQAQAAAADoUiADAAAAANClQAYAAAAAoEuBDAAAAABAlwIZAAAAAIAuBTIAAAAAAF0KZAAAAAAAuhTIAAAAAAB0KZABAAAAAOhSIAMAAAAA0KVABgAAAACgS4EMAAAAAECXAhkAAAAAgC4FMgAAAAAAXQpkAAAAAAC6FMgAAAAAAHQpkAEAAAAA6FIgAwAAAADQpUAGAAAAAKBLgQwAAAAAQJcCGQAAAACALgUyAAAAAABdCmQAAAAAALoUyAAAAAAAdCmQAQAAAADoUiADAAAAANClQAYAAAAAoEuBDAAAAABAlwIZAAAAAIAuBTIAAAAAAF0KZAAAAAAAuhTIAAAAAAB0KZABAAAAAOhSIAMAAAAA0KVABgAAAACgS4EMAAAAAECXAhkAAAAAgK6ZrT4BYOucOnUix48fy/z87iwsnM7+/Zdk7959W31aAAAAAGwTCmQYsOPHj+XQoZse+v7gwesUyAAAAAA8RIEMU8wMYwAAAAAmoUCGbWytAnitcTOMAQAAAJiEAhm2sbUKYAUxAAAAABtp91afAAAAAAAA25MCGQAAAACALgUyAAAAAABdCmQAAAAAALoUyAAAAAAAdCmQAQAAAADoUiADAAAAANClQAYAAAAAoEuBDAAAAABAlwIZAAAAAIAuBTIAAAAAAF0KZAAAAAAAuhTIAAAAAAB0KZABAAAAAOhSIAMAAAAA0KVABgAAAACgS4EMAAAAAEDXzLgbllKemOTGJE9Jcn+Sm5O8qtY639l2V5IXJHlZkickeSDJh5L8q1rrbetw3gAAAAAAbLCxZiCXUq5IcmuSC5O8KMmbklyT5FdW2OWZSf59kv+Z5LuS/ECSv5nkd0opc5OdMgAAAAAAm2HcGcjXJ7kvybNrrSeSpJSykOStpZSn11rfv2z7P0vyuFrrXyw+UUq5NcmdSZ6X5A2TnjgAAAAAABtrzRnIpZQ9Sa5O8p7F8njknUnOJHnW8n1qrR9fWh4vPpe29MXnTXTGAAAAAABsinGWsLg8yb4kty99stZ6JMmnk1wxTlAp5QlJHpnkD87tFAEAAAAA2ArjLGFxYPT17s7YfJLZtQ5QStmd5MeS/HmS/7zW9hdffEFmZvY89P2ePbszO3vRituvNj7Jvts5e1qvS/bZ4/PzZ7/GMzNz9jYbOb6Z2Zt5XUPNHsq9NNTsodzHW5k9lHtpqNlDuY+Hmj2U+3grs4dyLw01eyj38VCzh3Ifb2X2UO6loWaf67471TgF8uI2pztjZ1Z4frmfSPKVSZ5Za713rY1PnrzvrO9nZy/K0aP3rLj9auOT7Luds6f1umSfPb6wcPpzvl+6zUaOb2b2Zl7XULOHci8NNXso9/FWZg/lXhpq9lDu46FmD+U+3srsodxLQ80eyn081Oyh3MdbmT2Ue2mo2ePue+DAvuxku9feJMdGXy/pjM0mObLazqWUH0lybZJraq23ndvpAQAAAACwVcaZgfzxJA8muWrpk6WURyd5TJatjbxsm7ck+Z4k/6DW+msTnCcAAAAAAJtszRnItdZ7ktya5JpSyt4lQ89PW8LivUlSStm1OFBK2VVKuSnJS5M8R3kMAAAAALDzjDMDOUmuTyuR31dKOZzk8iRvSHK41npHKeW6JG8upTyt1vrBtDWPX57kjUkeWUp59pJj3VlrvXO9LgAAAAAAgI0xzhrIqbV+IMlzk1yW5F1JXpHkxiSvHG2ykOT+tBnJSfIto6+vS/Lryx4vWI8TBwAAAABgY407Azm11luS3LLC2OEkh5d8f/nEZwYAAAAAwJYaawYyAAAAAADDo0AGAAAAAKBLgQwAAAAAQJcCGQAAAACALgUyAAAAAABdCmQAAAAAALoUyAAAAAAAdCmQAQAAAADoUiADAAAAANClQAYAAAAAoEuBDAAAAABAlwIZAAAAAIAuBTIAAAAAAF0KZAAAAAAAuhTIAAAAAAB0KZABAAAAAOhSIAMAAAAA0KVABgAAAACgS4EMAAAAAECXAhkA4P+zd+Zxn1bjH38/M+2rNlKk1M8RlX0vFCpbRAgVKZStECHVlOxRoYgoka0shSlZ2kgL7aWrtGuRFoX25vn98Tlnvud7P/d3eZaZeaY+79drXjPzve71us+1nOuc+9zGGGOMMcYYY1pxAdkYY4wxxhhjjDHGGGNMKy4gG2OMMcYYY4wxxhhjjGnFBWRjjDHGGGOMMcYYY4wxrbiAbIwxxhhjjDHGGGOMMaYVF5CNMcYYY4wxxhhjjDHGtOICsjHGGGOMMcYYY4wxxphWXEA2xhhjjDHGGGOMMcYY04oLyMYYY4wxxhhjjDHGGGNacQHZGGOMMcYYY4wxxhhjTCsuIBtjjDHGGGOMMcYYY4xpxQVkY4wxxhhjjDHGGGOMMa24gGyMMcYYY4wxxhhjjDGmFReQjTHGGGOMMcYYY4wxxrTiArIxxhhjjDHGGGOMMcaYVlxANsYYY4wxxhhjjDHGGNOKC8jGGGOMMcYYY4wxxhhjWnEB2RhjjDHGGGOMMcYYY0wrLiAbY4wxxhhjjDHGGGOMacUFZGOMMcYYY4wxxhhjjDGtuIBsjDHGGGOMMcYYY4wxphUXkI0xxhhjjDHGGGOMMca04gKyMcYYY4wxxhhjjDHGmFZcQDbGGGOMMcYYY4wxxhjTigvIxhhjjDHGGGOMMcYYY1pxAdkYY4wxxhhjjDHGGGNMKy4gG2OMMcYYY4wxxhhjjGnFBWRjjDHGGGOMMcYYY4wxrbiAbIwxxhhjjDHGGGOMMaYVF5CNMcYYY4wxxhhjjDHGtOICsjHGGGOMMcYYY4wxxphWXEA2xhhjjDHGGGOMMcYY04oLyMYYY4wxxhhjjDHGGGNacQHZGGOMMcYYY4wxxhhjTCsuIBtjjDHGGGOMMcYYY4xpxQVkY4wxxhhjjDHGGGOMMa24gGyMMcYYY4wxxhhjjDGmFReQjTHGGGOMMcYYY4wxxrTiArIxxhhjjDHGGGOMMcaYVlxANsYYY4wxxhhjjDHGGNOKC8jGGGOMMcYYY4wxxhhjWnEB2RhjjDHGGGOMMcYYY0wrLiAbY4wxxhhjjDHGGGOMacUFZGOMMcYYY4wxxhhjjDGtuIBsjDHGGGOMMcYYY4wxphUXkI0xxhhjjDHGGGOMMca04gKyMcYYY4wxxhhjjDHGmFZcQDbGGGOMMcYYY4wxxhjTigvIxhhjjDHGGGOMMcYYY1pxAdkYY4wxxhhjjDHGGGNMKy4gG2OMMcYYY4wxxhhjjGnFBWRjjDHGGGOMMcYYY4wxrbiAbIwxxhhjjDHGGGOMMaYVF5CNMcYYY4wxxhhjjDHGtOICsjHGGGOMMcYYY4wxxphWXEA2xhhjjDHGGGOMMcYY04oLyMYYY4wxxhhjjDHGGGNacQHZGGOMMcYYY4wxxhhjTCuLLOgLMGO5557/cOedd3DbbTN44IE5LLfc8iyxxLJd8iuvvKGnbNC+k5UviHPPj/uajuc2xhhjjDHGGGOMMWZB4gLyNOTOO+/g4IO/Ovf/733v+7sKirW8n2xey+fnuefnfU2ncxtjjDHGGGOMMcYYsyBxAXke4BmnxhhjjDHGGGOMMcaYhwIuIM8DPOPUGGOMMcYYY4wxxhjzUMAF5AlSzyJeaqllXQA2xhhjjDHGGGOMMcY85FioC8j9irjz+sNm/dYCNsYYY4wxxhhjjDHGmIcCC3UBeUF+TM4YY4wxxhhjjDHGGGMe6sxY0BdgjDHGGGOMMcYYY4wxZnriArIxxhhjjDHGGGOMMcaYVlxANsYYY4wxxhhjjDHGGNOKC8jGGGOMMcYYY4wxxhhjWnEB2RhjjDHGGGOMMcYYY0wrLiAbY4wxxhhjjDHGGGOMacUFZGOMMcYYY4wxxhhjjDGtLDLshimlpwFfBJ4L3AccB3woIm7rsf0qeftXAUsCZwC7RsSFk71oY4wxxhhjjDHGGGOMMfOeoWYgp5T+DzgZFYK3B/YD3gD8rMf2iwG/A14KfAzYGXgc8PtcWDbGGGOMMcYYY4wxxhgzzRl2BvLewL3A5hHxH4CU0gPAQSmlF0bEqY3ttwM2AJ4XEWfk7c8DzkfF5H2n4uKNMcYYY4wxxhhjjDHGzDsGzkBOKc0EtgB+WorHmaOAUWCzlt22BC4txWOAiLgAuLDH9sYYY4wxxhhjjDHGGGOmGcMsYbEmsCxwQf1jRNwK/BP4v5Z9Nmhun7m4x/bGGGOMMcYYY4wxxhhjphkjo6OjfTdIKT0X+DPwxog4uiG7GLg+IjZt/H4P8O2IeG/j94OBd0bEYlNx8cYYY4wxxhhjjDHGGGPmHcPMQC7rJM9pkY32+H2RcW5vjDHGGGOMMcYYY4wxZpoxTAH5jvz38i2yRwC39thnPNsbY4wxxhhjjDHGGGOMmWYMU0C+AngQeFL9Y0ppBWA12tc6jub2mSf32N4YY4wxxhhjjDHGGGPMNGNgATki7gJOBt6QUlqiEr0FLUnxc4CU0kglmw08PaX05PJDSmk94KnATyd/2cYYY4wxxhhjjDHGGGPmNQM/ogeQUnoBKiKfAnwdWBPYBzgiIt6XUno/8Dlgo4g4J89Ovgi4B9gXFZr3Av4DPDsi7p/6WzHGGGOMMcYYY4wxxhgzlQyzhAUR8SfgNcBKwA+AXYAvArvmTR4A7kOFYiLidmBj4HLgEOBA4E/Api4eG2OMMcYYY4wxxhhjzMLBUDOQjTHGGGOMMcYYY4wxxjyXkKORAAAgAElEQVT8GGoGsjHGGGOMMcYYY4wxxpiHH4ss6AuY16SUZgJzImLCU61TSmsAN0TEA1N3ZWZ+kz/0uCfwzYi4aRz7PRd4IvAU4OsRcdkEzr0CsBFaF/wcYA1gcbQu+JX5Y5WmD1mHazGk3lJKbwXuBv4L/GFY+62e94PAHyPiqglc64Tampl3pJReC8yOiPsmeZzxtsPa9oduhw93psBfT9h+Bxx/nuYU89J3TLQtTiQGjtdOjHU2P5iMfU02F5yI/aWUlgSWB+YAt/daBnAq/JKZfkxV/3M8viVvuxtaevLE8Zx7mPj7UMmP3ScxD0fmdayZnzW3YeOrGctCsYRFSmlF4I6IeDCltBrwUuDnwLbAesCywBkRcXC1z44oAD4+//RH4JMRcXrj2FsACbgMOK5pECmlfwPLAVtFxM96XN/MiHhwPMettnsssBPwjoh4dP4tAQcAawMXA/tExPkppZfmeyqB5BRgv4i4sl1zkFJaCXhORMzutU217QjwcqTTu4FTIuKC5r2i9a6fGRHnthxjg3zfdwNPA1YGzgaOjoh78zbnAd8DTgJeFRH7Drq2lnvaD3gzSsQfgYz/VuAC4BjgyJZnMhO4H3hlRBxf/f4aYA/gqcC9wIko0N4O/AR4PjCS/wD8FXhjU+/ZER2M1gu/GfhYRBybUnohcCxqR2XW/5xq11FUVD4YuBrYAvgnCvT/TiktB3wNeFW+37PzfnXicgX60OWPkD28DPi/Ft1cCCwJXBoRd7fodnHgURFxbVM2WVJKfwA+GhF/aZG9CtnY21tkrwA+DWzQEI0C56K29mTG6vyUarsAnp/XZy/H3RO4JiKOzP9/NN3PG6S7QyLiA3mb0laKjZwM7BkRlzSuudjJLODsiDgh/56AzyIbCeBTwNX1deXtio0cHhG3tehkdRTAb6x+6+kfhrHtxnUPsu/LIuL8pjxvsxKwM/B64ElI/3UbPBW125Vo+IbqGBvme7mUsW34hIj4T9u5K928A/nO2j4uzsf4DnBoi/0O0vkr0Edhn9YQDWqHxfZBH5d9cfN5V3r7IPBq4FEt993q1/K+6yB9vRL4OO06XRt4a+1vez3Pqr08P9/XL0t7GTYO1W0pX/9ybffdi5TSh4EvULXFhv2BnunbIuKSPvb7B+DLLTb4tLzdVcDvkb+9OW/z9HztAB+KiHf0yCk+ERFn5H2WpZOT3A2cHBG/bLmvQTZW5M9GHdK2tvJYYBPgny339URgKdR+bqS7LZ6AbAJyWwReOA6d9o2B+Tr62cmFwIER8d28bd2WHg2cD7y7TS/9GKId9/V71fYrAOtHxKnVb32fV7Vdv7zk7yif+AdwFg37zDr7PPIfda44NzcoOutz7mnhOyr5GL01nsdiwOkR8Ydqn3G1hwF2UGLsPo02MSgPnJQdDJkHguzvNRFxdct9PTHrYTNgtUo0B7gGOAo4IOeHTb90IXA9ajtn0+3X/o1i3InAlhHxjja9DiLfyxER8fgW2WrAS0telX97JHBPRNyZn9nKNHLQlNKuKH+9nSFy0JTSoijHqOPQnwb0xX6Jiv/N3PnSiBjNufb/6mOklJ4AbI5s+uhxxrARpO9P1s95qmJFtd0SwAtoz/lXobc/vh31B65jbDt9RN7uX+j7Rec1zjnu/Lnad1BsL7n154BzejyPJYE7gavGm18PQ0ppVWBr2vuY/XS6sPdJ9s3narWRxjGbNngacP5E9J2PNyb+DrHPCPBtYFbTZ2S/sz3w3ckUzVNK2wG/Ah7H+HzHp4G7kA0N5Tva/FqbPmqf2uM4PfXS2K6XPy458OVkf1zFmoTa4dnAriUHrvadW7Orfhu3zwMu6OHPNwOegHTbFeOq7dYj5+4t53gisD/yIyOVaA6KE8eQ42ur0miPc+NhXtZa5hcLSwH5QeDlEXFiSmkzYDZwLTLmB4BFkUP+HSqyfQQFjvORM10S2AZYGrgN2CUivp9SOgZ4HWpAo6ho9xu6i3vbV/++CfgbCqYPZIdxJEqIbwd2axyXfNzT8j5dM99SSs9Gidxy+RqOB96CEstVUcd2+Xz9n0Gdk5uBM4CZaCbDKLBRRFzcOPYSwEHA21GifiXwhYg4NMvvBF6bdTcbOZATgafTbVDnomSiMAPYK1/jY9FI6tsi4g8ppS+hDyvWCfa9+fzXoET77JRS0e99Wfa8iDiTIchO4XfAI/M5foie6SgK8ttUm88ZcwBdf/l9FNgK+BnqaK+U7/eJebtzkBPbExW7z0UBY518jN+ijsKvcgD5AvAh5HyWQUXczVECeVH+/9XA6qjj8UTgK1lHmwEvytf1YD7/5Shx+C7wDFR4ey0KXv/I1/9I1L4eixzqfeiZFv3flbdbik7xehQFv0OAvaIacSv2FREzm4rLQeHd+Rp2i4jTWrZp6zysiAZDzgQ2j4gTW/bbFhX1lmr8vhXwY1RIXBclOjtVentPvvfrgfPo1vnqyFbWR7Z/JWqf5XndgnzBUflcv0QFlfK8z0Ht6035t0vptJXfoWBYJ3VN6iWCRoEVUTtYFHVOnwcskfe9mm777GsjKaWLUFL0xfz/HYFDkX8ogzbr5vO+MutrkG2Xax7Gvkezbratk8qGfV4NrInaWbHPZ6HkA9p9w+LA14G35WsZpbsNj+Rr2jsiDmhcOymlnZCvXIGxz6TY1Ir5Wn5Ht/2W7e9BSfvXi86rdngG8Iu8/7Dt8Lisq/VQp+lrEfHxxnUP8mtPRgNc5wCbRcSt1b7PyfsuTefZ1DpdFH30dmtUXHpJ43kWn/hD1KYfQScWlGcwChye77+0szNQG3tcln8bJcq1vvdCdvN/KGZdRXc7f7Cx/ZzG/8u5CyN07G9rFP8fAJ6bdftiOva7AfAt5C9HUfG0xNelUWwt3I/a2dtzZ+9y4KuoQzU730edU+xCJ2a8BOUjp9LJScrbXTeiOFHf1wiKy1T31kzEmsuL7VTprF/esChKzst1nIYKC6UtroY6AHdnff0G5SrD6nRQDOxnJzsj23088juzgW/QaUuvre73WOCzDZ9X2vFrUK72iXG04+L3RtEA0Y61clNKe+V/roNyiFmVuLTjbwI3AKMR8anG/v3sd20U30t7hm77HBTjSm5wLBpkbXaoFqTvKHq9EPgp3eyB2mPR2+LApnSeRznfdyJix0YMG6Y91HYwitpysYPVG9fSFgt65YGTsgM0ENArDzwu62kWsGE+d9MnboR81cyss8/SeZ6fQLnf2sjXHgN8mI5fejyagADySavS7dfmoPi2eNbB1sBPY5wzvdryxJTSV7IO1iyylNIuaFBilbzZf7NOyr/n5qD52u5Hz37DxrEPBS6MiK/l/6+LisF1AXsEPYt/0d4XAz3PMblt3ucu5Df/B3w8Ig5OKb0BFeuLP78DFT2vSBrk/grK469Az71Z6JmJ8s5PoucPeo7jiRVvy/e6OsrxR4G/oDbzm+y7dqNjw8WuyrlmIN/yHbr98SaoDzmC+rYr0t1OdwIuQZMAQLZW+/ph8uf6euoYNyi2L4sGwxZBz2P3ludR59617Q/Mrwu9+jtZp7ujnLMZm/vpdGHuk1yIBq2XablnkN84GXh9RNzTYoN136Kr3lAY0L98JvABcq0mIu4e0sb2zff96nwvAFvS8TulrZ0M7BsRJ7fcW09SZ8DxNtSvaNLPd/yk2u4W4KkRcX117EF+rfi0XwFviIj7Wnzqxag21FXERb7n76i9XIT8/OWVThOqNSydt2/643458FPp+K5RYG8Unx/I9zG3Zpf//1jG7/P+iXKae4F3tdTsQHnsTKoYV+m2l233i68lX9oUPdcXR8Q1tJAL2T8HnhwRl+bfVkYxugzGfKl+3o39e9rCwsLCUkCeQy48ZaUfjxrMO9AD/A/q3O6ARix3Bn4bEW/J+38FOfhbUMNbFiVdXwLeBXwfNcQlUSG4HtFZEzXuO1AwWRw17MNQZ2wbFBjmoJkn5bgfQEb7PFTQOAAl0jVHoYDyA+QQLkIF6vXRKNfWqAN4Wv7/n4AtIuKefF8roplTN0bEKxo62xcl8CehROE4VFz/eb7mu+mMvsxGgfBtKNH5HJ0gCe3BpA4W/wW2Q52gWcjA10DGuDMqln4JJeJbAb/O17AJemZzkFM6BDgqWmbGVvf1O+SE9kejsE3ncBcKdGVmWV0gm4mC7mw0CwgUdMro/U3AG1FydgZKAj4SEV/Kx56TdfYyVAC4Fo1AX4c6PjuhWRl75e0/hpzJ0ahwdkVEbJmTkzcjZzwrIp6Qt78MdQz2QoWPH+drXjFf3xGokByorW6EijYjEbF9SukwZBOj5HYdnVnfh6DBkHNRknAK8Jys91eVkdE+TveJqK09mk5QOxN4S+SZFUkzSLZH7Xf9iLg4X9P2dBLJK+mMwheWQg772oh4auO8F6DE4Rt0OiVvKXpLKV2N7GJLFMRmVjrfPj+vU9HMls2Q/ZbntSfqKP8yj9bei4J/83lvgtrFbeS2EhF35LZ2N0q+rqM7WXgbstnjUCB6FUpg1keDAh9G9nln1sl1jLXPnjaCZkJsHRHH5Wu9DvmOLZBv3By149+jIteqyLaPzvqE7o5Gk372fSpKavcCdo6Ib5cNK/t8HfKPzU7m75FPnYF801fo9g0vA96P7HZLYKmqDS+KCizbogLeLhHx9erY70Ez9U9GBZed8j0fhAoYP0SJ4DloUGZHuu13v6zz8lbIGpXOdwH+HhFbVucbqh1GxA7VPnsBb46IdWtlD/JreZv1UPs4LapR9azTR6Pk+jvIR9Q6fS5q6yXxaz7P/dBA6FuQv34unViwDyqGrIU6qXegwYktcidiDsPHilHGxqHbUdJ9Cmoz+1T7zcr7fAs9v3fl7Yv93Y0GtD6F/Plr6Lbf32adngVsjOJ/ia//Q21ha5RPXIxs7q1ZB18D3oAGcGYj269zijnAK4CPIvu/AQ3UlJzkXhSHlgT+nf/UrIls+r8oiT+okm2CZgVfjop5j0EF+KKzMhPmUFTYqvOG56Pn/JN8fX/Nsi6fmHOpvVDeccU4dDooBm4DRJud5PvYOuv9p1m3Z9Hdlt6dt10B+era532MTkf6QZRbDduOj87Hewdqxx+uB6CqdtwswBSKDFRAbsbHnvZb2eeHUIfsYpSDFvv8PH1iXD7Gy7PO9i6DhsOcu9pmXvoOeuis5Al1LHmAzvO4BNnWligefogcw4ZsD8fl+y7x8RC68+f/5et8A+qo/jxfQ988cArsYDlUFP9w3nZuHhgRO1S5+YUoRp5Ot088BfnT/YEfNtrSPfl+zkR59AaoMFD80p+zLh7Ix3g98hHFr30z3+vz8zWNooL9YVmn/2M4XowGYuprKzopfYqdkE+4AMXzV2UdzUF+fiUUg8/PsltRXN4YPddL0TP9btbvuyPix/lcp6Bc4F3IH3wBtYNR1K7WpruPtyZqqw+iPOA0unODfVBx9gZUwHkb8hVfRQNh29KZmPEvZCcXoCLhkyu9DJq0Air6jydWrIH6uMvn7Y5EOfwGwJ/Rs/w56seugOLlI1H/6/f5uh8FvCkiflr548Xysf6MfMvJaFCjtNPyPDdEz+lGun39oPz5LtSerkIDLXWMm0X/2P5N1GYfyPoub5V9FT3rV6Ei29LoDaN16I6BffPrKqdsGwj5JCpKno5izLp0F5h66nQh75O8FeU9d6LC91F028iRqP3/BQ2aH0/HBp+H4uoZqK97TT7XQH1Xvx9Hx8b+mvU3jI01ByNKvCl+Zy9kP2XgKsh+JfLs3ZTSmDepKpZDvurufJyR/O9hfMeK6Lk/F9nx7ahNfDf0Nsa/6e/Xbke1o53Q4M3ldPvUMvDdppeim5o16Oh0hM4ko0+gPKD2xzfSIwfO7fDVWTdfR76p1MW+iQZs5k4WSyn9mPH5vMfRmSxU+hfFn9+Ytz8UOBDFyTVR+90VPQNQDv1d1A5rfpGP9y3gKz3ypUei+HpNRGzVIk/oDcSVkd6/hfqI5yJfdG3W9S3A0yLiny3HcAF5KkgpbUL3zNEm26MRxhtQINkU+HREfDLvfxMKFk9Bs4HXRkWx2Vl+DXJ+F6FC88dQYnhoRHw0pbQHGm28HFgkIp5SXVsxymdGxDlJr+29D3VSlkbT3XeJiBNSSh8ox0UJXnHepVMyyPG9HDnlD6AAtmtEfC8XRg5Gr7sdlzRrZLO8z1OQsX+6cexdkKP8O3r1cGbW849QcHgp3cne7cAPIuIDKaVvodkfX0Sz5p4eEetlfSyCOoA/joit82/7Iof384jYOaV0GzL2ZwDPiojn5GD4VZTkLd4495ZZpy+lfbS6p85aAtE6yIk9FZgREctVspkoIXlvRBySr+l+NLvrsJTSxfm+9s2jfAeiGTvFCZbgvTzwvYhYIqX0fOC9KFFfHDmVPSLi1JTS0lmvZfbPthFxdNJarN9HCdBNwAYRcVFK6b+ona8bEU/Ko3ZXoJG83yfNGt8tH/OQiFglpbRWfsaPzef4OgpWi0TEy6p7vxoVt2ellPZBHfktURD6L7BJRNzeJ8Afi2YOfRWN2L0etblVsk42QoHuRtQp+lfepnT2H0DBYoRO8WYmShhKknhC1kfNnmiE/V467fiRRW8oYXkrKoa/FiUvRecX0SmWFJ1vWj2vxVBn/r2oQ3E36ry2Pm80arpTRByW5aWtPQ0V8eu2dhtKNovf2JRs26HR6ctRoLsMDVKsPcA+i428BCV4S6CE9fPZJu8DXpv9Qz3gti3yfV+Nzitvxb6vAZYotp1lfe0bJdVH5M3b/NqYmSWN5Lz4hgfRsgIrN3xDSczOoGqHLTHiach+6llvr0dJzFVoFvzMlNIrUXBfI+voPajdfiMi9mix31NQUnYaSpCKzmfk57BbRPwtX9Ow7XBZOv76iXRsp2YP1B7uIrfzfI5tK30PpfN837VOb896+lW+h0/T7a9LO98iX/fadGLBrXTi0JGoI/2aauCitKXfo5hbkvS6LR0VEdtUv9ftfFeUzK8PPKKlIAF6C+RcKl+d5RejAtEdyE8sQ7f93obienltews68fWzaPDjqKRZ68UGd0MDqP9DBa1/ZJ2N0J1TFJ2tgHKKB1AyWnKSklNcjWbTrN3Qy33IX68OvC8iflrJL0dJ6DMi4pwWnT0zH/vafG1z84bsW/6L2uKj0dtYG9DbJ/4ceOc4dDpMDDwddXpPzfsUO7kTeH9uS59FeVjdlsqxH4Xi2Fvo9nkjaKbWNnn7Zt7R2o5RR7jYH8iXroZyqsIWqDN1KZolVLfDtyEbbOugFXrmJcXnRcThSa/CfhnFzWKfM9HzupNOAbno7K1o8AAUE56IOvk1C9J3FPu/DOUcz6nuu5k730L2K1l+K7L/l6Jc8UnkGFbt3689LIn6AZ/K28+NsSiPOgzNBDoOxYO183Z988C8zWTs4C35+D9Fvu2vWY9PDS2HUWL/qWiQf5mGfW+IihBz20Ol05tQfvntlNKbUft+ZeWX7kSF4gdQgXep/HvxazPoziueRqc/swRqi73a+UjLb0dU/y79tBH0TCPf94tCb2xejWxxC+C6iHhFSulJdHLQpzSu7VgUg+/N17ZbRByYn9+9wHsi4pv5/kof7658P5+nu493GYrpNyP/97RGbnANet5vQwM5f0f9uC+jQsQiyL/tgAYNT0cTH16ECnUzUe5yM7Kdwkw0yeN7KEaS5eONFVcDp0a1xFtK6e1o0OdSNAtutJm/Jw04bJvvYaOIeGrlW+5Bg9nHppQ+g/zi2nTaaWnjS9Fpp7WvH5Q/l/z4Kfm+FquufVBsvx71v+5D9veR8jwi4mNVbF8Wtff3Mlx+fQwqhB2FctC2N07KQNblVP60uvZ+Ol2Y+yTFRs6udFbbyJ0oZu+dn8VHyTZY9B0RH0opfRzZ4LbIp12F+na99A0qXM7IutsS+cYHGc7GDs9/74Ps5DP57+J35qABwM8g/3A9Hb/yAxRb/ooGsGYz1v+9DhVKf5m3AbWjYXzHR+k8769nnSxenXtbNAhxXA+/Vp73M7JO76Dbp95Ex2fflM9Z2BPZ85dRrrhTvvei08tRG9oELQH1uoY/Xo3OGy9dOXCjj/kmFAe+h+LI4qhd7hERn8n3cSfj83n3A4dFxDvzb3VtbSc6uftn6fjz3ZDfrwezm4N3Y35rxNe6n7kWGlg5irFsgvLrRdEz/AzKM8qA7W2ouPwJ5N++13KMDYAPNv3LwkRzdGJBcQsaxX8Tch7NP6AZmFuiBwoK4IUTUaM6DRXSLqZ73bBV0KjZWmgE6TgUeE4HiIhPI2e/FLB+0ppCrUTEBRHxLtTxux8llrNTSlegWX7luCeiJO6XyMHdiwJT/edulAB8Kx/+fNT4L0eFjO3y7zfSeYW7MAs58i1R0JnV+LMiKiTO7biH1pp7EeoojdD9/MtsZrLRbo1mYGyInH6hGObZ1W/fQyPev8v/XxQZ0Mnkzk9EjEbE+9CMwxFUMCjXdVxEbIpGMUdR4BhBAwbH533Kn7vRKw/H0UJE/D0iXoxGmZZNKf08aS2rmnIPS2YdlBmZhwMfTJqtcx1yMq9gLG9EQYKIOD0i3ooCyU0oSTgpaYmB3VAb2R4VSNfM+z8l62edfC335N9vQ8GxjJithRzx3CSAzkhqeQWkzIxaBbW989Go27Mb17wqKliQ/14jtEbWRmh09caU0lUoEMxIKV1Z/0GDFEuidRaJiF+g5O909Nx3QUH0HVlvP836/ElELB4R5TWZP6A1zVZAs3cWR+16TWTDsxp/FkGjoHXxsNbbFahDeQadWZJF5zVPAW5rPK/foJHtk9BsoJ8x9nmPoud9Bd1tpW5rP2JsW2t2tmrbBs3GOxUVPB+dj9fTPisbWRd1lGYCn0spnYR8wFV0+4fCSvnv0nmp7fsxwJOS1rqq7xd62/fxdJblmY38Wpt9foV2Gy2+AfJarA3fsALym02aMeL/kF3UcWI55PefX+13Fmr7ZQbDlWgUe+t87ro9jKIixknotbJa5/9FM6MuSimdlPR62nja4Szkr7em3V8vhhLV5kBqre+voLhyP906vx/Fmbn6buj00aidFZr+unBy1uvcWEB3HPoVjThUtaWXAEv0aEvnVL812/kXUbHhKOR32vw1jPXVkP11/vcyjLXfMlus+OvaBh9EbRW6bXB/VIBaBiV/xQabOUWh5BTLUOUkVU6xGPD4Rk5R9PIuNFD8ncZ9P4bGAGpDZ8vS6cjAWN9S2mK5r2ZbLMd+ZrV9YZBOC71i4J1kG8oxEDp2ciadtvRnxuY0heWB+1p83vLAmyv7G087noXsbxaKBY+k2/6ejtrY01E7rNtxWSf3XLrtbti8pPZ5AIs37HMR1CGpKTora1bujXKxVZhGvqOy/7WBZzT0NpekpYnq5wEd3/LrvH+vGNarPSwGzKraw1w7qGLzvlkvjxtHHgiTs4NLUH/j+SiWXEm3/ZXYX/LApn3PQDGrjROBnXKxYTmUa9V+qfi14pfIxy9+bYTOUmnN/swn6cz2uh35+9JX2T/vcj+Kd/fnY7X100r8TWigtsTzVZEP+BrK9aly0DLzcMnq2l6X7+OgfF1fTimdiYpz96AcvVD6eFehdtbVx0Mz2majvKYUK+rcYFlkJyU3KAN6R2b51yLiOjptbBPg26Hl39ZFtvbIfOzvRcR3Q2uWfzcf54z8/x8zsVixGg3fEhFHoOewBp0+ZJPS7/gtzF06rPiWa1CcAOUt69And87nHDp/rmzwSmDmOGP7ssiurkP6qp8HdGL7VUg3w+bXO9N5y3MW8g0jdPvT5dHz6DWprZ9OF+Y+SbGRuTqj20b+lq/xSygPr22w6BuyDVY+bU2k771p1/csVLdZjc5yM3syvI0VfokK8qvS7XdA/ZSvAU9o+JUtkN+4FD2jp6Ol67Yvf9Dg1SiasFN+G9Z31JxIZ23pcu4lgEPzwPIijPVrheLXmj616GV5lPPUelklX/dREXEQ8M6GTldF/vDb5Fyw4Y9nogk3w+TAd1Zx5KP59/1SSlfkAYWJ+Lx6De/an9e5+1x/nmPcbkjH56CZ0KOMrbvdieyqzWfW/cxnZz201SRLf3E0tNzMrsi3HIsK9oejmLki6t8c0fLnQy3nX6iYFgXk0EdN/oGC9ArNP+hB/RzNcCzT0+tXrfZAzu/TyFHsDHwopfS8LL8eGeueaOTolvz73PUaQ7PKvoRGqI5KKf0kjyr2uuY7UADeGzn4S9AoKcC/Qh95+mO+9j8D/4mIg+o/qENyNZ1X6/6Tr/9O5HCfn1L6ARp9ugXYI6X0OOS8bkHJyG3oFYkVGn+uRQnjGxrX/Tc6nZWD0OhnGbG5vdru96jIewWweErpC7kTUFi2+nfpYJRFzM9DxeulaRARu+d/7ktOIivZmSjo/hQ5rn+j2bcfLH/QrO51USGylaR1hDZEQXhx4G8ppXfSCaD75qLoxfm+ywjQAahT8xf0au8dwGYppUNTSiWwfQEFuc83rv1mNAK6NAr8q6P29gb0KuhNwF5Jr2bthl4jORQ9p5IAnICWtrgvpbQ9er7fAg5Mmvn+Jzqvel6Y9/kICnyXo4Tg7ahT0bTt61CQJp/jqnzdN6HR2MVRwLkmb3N+489oPsfcV31CS428Pl/3WnSvwfQ1OmtdFrZHbbW8vl/a8f6Mbb/lT3ml6gCApPWLar19HY3MfobOq6lF5yOoQPrurLffVtd+MyqKH4cCUnk1rfm8f5WPVYJx22jhDWiQp25rlzS2qW0bZDMrocSz6YeKfX6CzkBBkV8WEbugTtp9aKbBj/L9Ff8A8NKkDzh8ioZt5+P8HrXX+4A/D2vfEXELem7Xo2d5Vw/7/AEajW9yHnqVqczyra9pd6THWYz1DV0xAj2XvzXixBWondQ+7+n5/utXpMaskRmdDzBsh5Lzf1ayy1Aych8a8FsV6XzYdrhVPv9vUSH6e4xt5z/IOv1Y47pqfb370aEAACAASURBVH8TtZffNXR+JmpvY/SddXonipFFp01/DUpyNqWzXnBpL3UcWgPFx7qdQafg/3fa21K91nC5rtLOn4p0Wb49UNsQyIaPY6yvho6/3j9fQ9N+b0Exvfjr2gbLshYw1gYPQfHp8Wg2D4zNKYpu9kW+dZTG69/5Hg+kT04RWoJlvcZ9j3ndraGzOfm8xTc0fUtpi2XGYdMn/jCl9C86r7CPR6fQPwYels9xIHB7w19/mE5bekK+3mZbWh/lVMdXxy0+71rUQVwZtZlh23EzznwA2WNbvHlL3q9ux6VYf3Ntd+PIS84Dnpvzki6/l+3zHDR4uiOMiXE/q679A/nf08p35FiyJ2ovTfsfQf5+O8bGob1QHPsQar/NGAb928OZKA6U9tC0g2JfB6Acadg8ECZhB2h23HNQweVSlDu8AdgqpfRF1PZex9icpNj3A8hvvZixlL7OuSjW/IFuv3Q28lWlrzOX7NdGUc74mobsjoj4HMqZT0d9lldU/ZXdUfw9MDSreQv0Ed9mP+11dOLvCGrDhZKD3krnQ54lBy05z35U/YaI+EdE7IH6A/ejvOQI9KzeXB37elRceieK780+3nUo1qyI2gh05wZ/y9ddcoMv5N93R3G/+PYX0LGBq/M13h4R26G2sjxwVs7Xa16RtGRQKdKPN1b8h5b+FLLd3wNvSCkd1CL/CWoz7wFubviWg4D3pZR+gwZyy2SN0k5Bfduudpqvd2D+nFJ6R9KHs5+KbHw8sb08j/XRM6yfR7nv9eg8j6Hy66yP21AedhwqFM2h259egHK0rr7zkDpdmPskxUZqndU2cnC+50WRjRxOxwb/CayUB7aKDZZ2vSHS8eW063sF5BPeRkfnl+a/r87HGcbGQAXZpt8pzPU7lV9ZI5/3DpTXrw2cklI6IKVUBjOvY2zxfVjfUfMCNNO3Pve3kN86AvnXWqeFEaTTS5r3VunlS/nea73c1zhOl07p+OM76Ew0qv3xbcj+yuBhMweemfR21txYk+PIAVk3f0A+ez8m5vNWqP5d+/M6d6/9Ofncl9N5PqMtdbfD0QBPOWZ9TaWf+WtkHz/uUZP8L8qvC2eiXPvXyJ6+gfrmH0SDAk9r+fO+5vkXNhYZvMl8YzZKNJtGBzKYjfKfMkJdJyDXZSd+NkowjkcjFH9Mep1zGeQUT8rHvxsZ6d8a53lZPsY7kGEX+SjtHIfWgN0EOCFpOYFnV/vNRsnv/XQWd6/5cr7ns9HrJndV91fWSPk+GtW6I99HoNdylsr3cCl6LfSO+sAppRNQca9u5ACEFlIfRZ24ehRkhcZ2d6WU/occ1ytRcvierI8XVpveRWctRVBn5SvoOVzWct+jKHDuxVjdzkajOW+JiG/k51qzGwqqB6KZQj9EjmAOCixPQs7jJrTw+t+TXuU8AL1qMIoK1DdWx7w+3++DKaWyVMAXURt7BBr12xE578cCO0TEmFcS8vWujjpL1wP7hV73eCNyLMugQAB67fgO9CXsooM9UfFqOTQqOButB/sR1Mm8HgUdgL8kvTb0eLR4/V1JX/A9HgXsf+f2U3RzDrB7Sqm8WvX26rrPT3pl8zH5+HOiWsMSIKX0F5S4/DXfS9n3wZTSNuhVrVn5HkBOmFrPEfHdpLXClk4p7Z3PdxpaPqPN7kkpfRQlih9E+j+5obei812Qw39vpfOzUGAdQW34k/Wxq+f9nnz8MiJZnjcoOM1GRQDIbaW6vkXQs/xJROxatbWuL8I2bRsVzLZBr+f+vrFtsc8n0wneNLb5S0rpJcg/LEWn4xX5fj9SbT5K+8cfNkODA7uiws+w9l1s9G7G2nexzzNQgjIjpfRVOva5GmqfN6KCSJNt0Uj93sBoow2fB2ybfUJXG84cgRL7R8PcV7g/DVwUEdekVCaL8Bi6ZwTWzAktJ9D8INQnkV/ZgY7PWp3h2uGvkR/ZDHWWdm/x17tkvX2WsX5tCeQX3oT8WlNvxd9eQPtrxj9GCVPxt83nCZ2Re6jaS2hpnRKH3oTsYRkgkl55fETWw2Wo4FGKrnVbegV6nl3kdv4SFJefnH97RWVDZR2xX9HxI9dX+z+Y9AGyy+ms/Qjd/voeuv31kgC5TR6d9Frh9oy1wX2SliAqdtTMKUZQh+AeVMC6lionqXgziu/b08kpPkb3Ei/XoQJDue8yu28MWWcfQXF9//xbl2+p4tDuKGnfuWqLJ6GkG5SMHzkBnfaMgXTs5IN0PlxT/HXdlt5IldPktjSCOl+X0T474zfAyhGxfvYBQ7Xj0Kvdx5PjTErppcBlTRuEua/5jqK23GzHz0spzYiItlf8++UlpWj3EdrtdyOk77LWXq2zudeOinpHT0PfAfLH56HnXvRW2Kf699w4VLWHE/N1zo1hQ7aH/dHyDa9JKW3UEmNJKc3I1/JD1PYH5oH52iZsB4088D8ol61jwcr5Gi5mbE5SPnJ0BnlAIGld4zrHnUHnDb7noWdS/NLSqKB0Ju19KdCs2J1o79eUPstKjJ1t1uyjtbWXE/Lf5TXhJSrZsahv9TsaS5VFxM0551mesUu0EBHfyoWR9yI7WBx4di5+/gbp5yDUp92CsX28I1BucBlwbUtusD9q65vkY2yHZk8elu9j26SPfL0fFQtfRvdbIKBYcBXy92clfWiyLFX1NDpvQU0kVpyF+nNNn/t5NIB0BnqjZUOAlNIKWZenoTxzM8b641OqdroMWt+0bqcjyF+MyZ1hqPx5BD3nHUKzpQ8aNrYj2/4xyjfuo3oeKaWjsz7egJb0OXjY/Dr701+hGPWcfK3UPjXptfgf5GOX9U5r++un04W5T3IEnXWjz2raCHpT6mnIP9yHntvLsg3egPp+u6MZx+VDnsWnHYd8x75NfedrPg8NwJ6Sf/of6ssMY2MgfZa3Jkfp9juFZzHW79yH8pHvp5SegfT+dWT3F6eU3oX85b7A21JKi6GZvsP6jhFg45TSxsh3HNw497tSSvciv3ZPQ6dlOaDiU0su0XZvi6DJX7VeLqRTaIWxOi3++Od0x8Hij1+IBhP/D/nzuTlwvq5f5t9PZmysuZbOmx7XowGR8fq8zems8Vz785K7H4L8cLO2dih6Pr1i3CeQPX0CGGmJrysj33IBsuE2Lqc7Ppb2fBvKZ9bLdZUXA7dGxPnNA6T2tzEWKqbFGsgAOWn6EPC20OzdXtuth9aT277x+yKoQ7cqSq6eiApx9yGHc3pE/LDPcZdGTuJXEXFS/m1H1BhBa/me09hnMdRBaZ0xlFJaBiUNWwPHleO2bLcE8Kho+dpjSmk55Hiegjrn5Z7+iwolzwjNNGnutwZKNr6PEtiNW7Z5MjL+FaN9IfFF0Iycv6FC016oE7QI+uJlWwey7PtyVIg9PCKOacjKuj6vRmvqrFXJHomS4hOjx8f0kj6mtTOd1/BXydd0B8z9YujBEfHvap9HocT09eQ1oHpde7XPOnS3o5cA+0dEs/M0kJTSsiiorIcS/OuA3zTbTm5TL0Az1v9S/f5mOmtMLo2e/Y3AjyKvl5S32xAl0l0fo8vMQIXdD0dE/XEFktZA2x4FmbWa7SFpDaKPoUD304iY0ZD/AM0mWi3f35L5Or4QEVflbR6DZs6sTGcN5N1RYFgKrW/W+ipePv8uqDM6Rm899vk0mjF9NfCnyB+f7LN983lfAZzfo2DQ7zgD21q2z++jGa3HRv6IYSWfg5aQ+Qw97DNvVwoEm7Zc+wnI/sbcd23bEXF2bndD2Xe20RejosQPW+x7UTqzCZ6ar6m2z7+h9bAu6HH8DdEsj0fTvn7VFcAnWtrwTKTPbaufr0SJ/YVJgxbfQwne/aHXqOr9567r1XZdeZuXo7WrbmT4dlg+2voW4Plt/jpvtyhKzndCRYHi1+5Eyf+PgINqv1btuzFKXh4REac0ZCuiAdRtafjbapul6Sw5c0wP+ZdRp28V+rSzlrZ0HlpH+bTmcfP2Y+LQFPnrvvabNOB7D5oBcm3TBvM2H0avTM9uOfYJEXF8c59q35KTXFv5wB3R4ORytOcUj0KDh68EdozqA5WN7QbF7sXz9XbdVxWH7mZiPnGoGNjPTvr4rCejzsFHe/isFYF1IuKspqzaprUdJ63luG++/i3Ifq9l/2ehmLVxSzveDb0+OpG85EbUIdyvzX7z/sehAtCuVDqrrv3FvXLj6eQ7WvQ2pp1X+y6CYsVjUEd16PYwDE07mIhfyceZklww299W6Bl/KDR7u227J6M3zpZDHfa2HPeGfB1Nv3QuWo+0WXwhaZmy7dBEl1c1+wW5z7I2cEnoNedaNrePhvK3rj5L0mw00IDi5siPnVy2yW3pQFRgmh2a8Vwffw7ytZ+iJQfN25QZsS9k7MzLc1FbGaPTnBsciWLwHDofdN4yIi7M2+yAimD3oHXhT0sprY0KkI+jM6vudZE/vlUdfwlUVPhZROySiy/fyudZmz42kPcfFCu2zv/ethlHk9Yg/QIa0ChF/RLzRlAR8xhUPB8qb8nt9BuoaHTMMPY3bPwd1gbz8yiDMJ+vnscv83mg9/PomV9X/nQnZEdjYmjW6YGontDMHyak03zc6dwnmYmKyG+lszRil43k7Y6i81G4Wm8jKLd/f9MGs86/gAr6K7To+8WoIP8zcvxtub5eNrY8nSWpij+q/U5ZinIntJTMmEl1LedaBA2U7oEGGsus4Fa99PEdf6dTxGxtq3n/fn7tKtTWygzyufdWXesx5d4qvSyFfHGv570inbfQfxR6q6e5zeqoqL8WGqAubXFDNMj0nX45cD+G8HmbRURzebKy71roTZ1dqWp2WVZi2KboLZoxbSlv93LkV9eiO77ehgaNX9YnV9sJ9X+vjlyLzDZ2az7mAahe99t8f29sOcYL0ccUx+RUCwvTpoA8lWRH+FaUpLQVV4eWozVatkfrxtw0aP+JyoaUL5Gv6f0RcfFARQxBSikBz43utYT6bf9UVET8VES0vSYyrckO8eaSHA/SaT/5ZPad7LHzNv3a2ipo0GFLOl9djYi4fMyBtP3jUUH/F8CaLR3JmSiZuwZ4bLO9pJTWRCO826FZQWOWx0n6EN9mqFO4H3qddcOIOD1pVt1WUX2EZyJMp+c5nrbWSzZe+5ws08m+cxten0bnuVcbrvZ7Imr7NwJnTaL4MGF/O9m29FBgPG2pVzufChuaCvn8zimGue9hfcN08onjlU8HppNPzNcz7XUG01tv6BXjKckDJyufLrF/QZML0OXbMU9q5qCNbZdAAxulsHZlRPR6q6jeb9y5QdIs9icBd/caMMjbLAv8L/L6pPkaP4WKHM/pV0Duc+7VaMSKHtuNoKUOX5//PoXOYMNpve4zF1pviO71YgfKpkj+AuDM8Z57yOfR99zVdj1trNLpBowdwOmp0+lMziv+2U8vSUstlcHfnjYyERucjE+bqI0VvxIRNzZlQ5zzSWgQ4tlo4G9Rxuc73o4GC67r1VYb20/Ir/U4zkDf06bTlm1WYYA/nkqG9XnTnaQlUF4GnBctk0MfCkynJSymkiXQjIiNaFnnZDzyiDidzmtIw+w/Udkw8plo5t/cNSWTXlVaP/IXz3vRK0mNiECvDPZKYh8BbFCOHxHnkZdhGHTu5r4TkPc8/hDnbpVHxPWNTcfodBzyyew72WNDn/YSEf9KejXjN3TacU8i4ko0GgmdUdxa/iCdr9227X81CpRH9znNxugLs99JmrVUczmdr833ZIjO87R5nuNsa62yIexzQnaQZWPsb4rtezL2+whg3dCHOMZFRFxKZ72vydD6TIb0uZNqSxN53vPBH/eUt517PG2pVzufChuaIvl8zSmGue9BvmHI+xokn5c6bZVPxqdl+aTaed6m1ul4fOKU+uMeLBS+Y1i9TSaODCOvmKu3FjuZ7+18kGyI2L8a8NKIOLJ5wH6y+SHP2yyJlunYqkdhp0veKCqd0m//iLgn6cPlRd5VZOmz753oI5aD+kvN/S/qJw/NCL2jRVaWrhl4bW06jYgbyLGin85DSyf8Jf8h6S2AbwDH9ykAzkSzG5+JZm8PJZtC+akTOXfWdduSkEPtn7cpBeZABeE22QNUOm3IH0gpzcz9olq2BZDQzORf9ZFfjmZGj05g38nKL08p9Tp3oLcXmst7jiG3q57Pocc+Y/Q9jn3n2ljjGsbYWGObCQ/ARcQlSWv+Ph8VAv8Hsq+U0neATzcLww37PqJ5zAF+sawLPpTPHCAf6Hv6+K25x46If9HHH091HBrW582Lc49HXm3XS293kb8BVfnjtvbSUzbdWegKyEnTvo+IiMcP2LR1DcH5JJ+obBh5k2ej5LL1FfeKiSa4z+lz/EHn7rfvMPJ+xx907mH1srAz7vbUz4YG2VfSK6GPih4zigbI56A1Gtdg7NpWK6OZeYMYprD+UKTXfU/GDiZjf5Pdv6cs6VXZT6KPh+wJfDPyR+6ybHv02tHy6CObNzf2Xw+9HvyOtosaRwzpxfzwLRN53vPaH08mFkxVnFqQLMicoh/TWWcTYbJtabLtHOaNvx0kH+a6hmE6+o55GYce6rler+e5Php0auvg9pPNDzlouak1aV+zc17Le8mGue55de7JXltPeUsxsywj9tyU0g20f1Rsw3wtv0hahxW0XAooFvWSTYV80LlHgK8kvRa+OHolv84Dv5O3fQRaFrB57hFgVkrpVvQhrR2KcIoK56eiD8LeDuwWEd9PKR1DZ+33EfQNj5tb5CXO359Semfo2zDD7jtZ+aBzj6IPA56N1mv+Zp1fp84yNs9oPpNKP+tS5d/jKGzPRJOIVkbr4g597kH9gkHXnbdp7TfkQvuf6KbY12GM/R7AgvAdC/Lc0zUOzY8YB4P1Bv3bSz/ZtGahKyCjtVUft6AvwpiFmH42NMi+Xkz/zlo/+W/RazWHold0QInO4mi9355rW5qHB0nrUv2SzheE9wQ+nPQq2H1Zdjd6BfkxaIbW2yPi2Oowq6OA3FpAxjHEGGOMMQsxSd/IORJ4eV3MROv/zkDFvHXR2qzN18HXzH+vTmed1kUb2zwWfQCrTTYZ+aBzj6Ii8yha0mRuHphzvbej2eT3oHV12879UvKHx5KWoyhMReH8RWh92znoo3lLo3W/t8nn3S5f+9UN+YnoY2uno/Vfv5nfMBhm38nKB527rIG8KlrjeLNa543cfEm6c/OTyO0QfUfnEcA7JlD4fhAV0TYfx7n79gv67TvOfkOTiQ74m4cnk5lYOi2ZFgXkpAX7Vxi4oXjUvLyWacKTkr4U3qQEye0r+TrjPXhK6TkoOLQd+6P5eRRWQl+qLF/DXL06Z1M2WXktm8i5a8atl4WZHjZUvrD7uKQPCRTWzfus0XKoeWlfHwbOQQnY91GSswdamP8xdH8x9mHLAPvcPmlNr3llQwvaft+JPg70R/SRgseij28cg2bRnImSy+ejgYpjgWNSSruiJBG0Xl2v9g0tbXwIndf+eEp9i/2xeRgwKKep2/lUt+MmXW1xkv520LkH2VDP6xqGh7DveFj6lpTSJqiYU7MI6mB+KaW0UvX7UkgvZTbmo9HHg9pkUyGvWX3IW5ofPCPp40s1RWefyAWrwny97gHP8xN5xuZkdL4f+kDY9+guZr4M5dc/QOsiLwIcFtWHg5Pe7toXfbhsx6g+7pX0gav70Ac5jwQ+NsXyQee+H324faOI+E/Sh5u/gHK9nVERcHc0U/UV0f0h9rL/HDrLSdV9izUrfU60cP7f/Pso8Il8bYdExA9SSp9FHxxbBOWqc+Uop/18ROyZt9t22H0nKx/i3H8Gzsh/NkEzu2ud74Dy7y+iD8vVufkp6ANw30MfUt88pfRuhi98fxitxbsamiF85DjO3a9f0HfflNLOEXFYy/N9WDON41AtmxfnrplOMW5aMi0KyOhriT9Z0BcxzZhF54ufNSPIIdZM5EuIbccfQV8obxsNmdXYrpdssvLJnrvmofeFyN70sqEROrMRmlzV2G4uKaXtqv+uTifpeixyuuOR1/wEfQ33mShBew5wGvDGtjWdHsbMot0+d6j+3dyeHrJB8lmN/y9I+x1B9701evXwZuDtKaWLUAL4u9yhACAiiuwr6OOMxeZn0N2+h2EW/XVeM9W+pde57Y/NQ4VZ9M5p2tr5rJbtJiOvabbFtmsb1t8Okg+yoX7XNQyzeGj6joejb7kFza68m85bOIX1gfLtiPp5b5n/nomKMDVbVv+erLxmuvQdQbMO3067zl5IpxAI8/+6+z3PF+a/J6Pz15CLggAppQtRcexbwC6ocPhp9Pbf3imli6pZl58B9gGeAFySUnpvJSv2tB0q7k21fJhzHx0R/wFo5IHfQBMNnoMKiDNSSq9p7F/s43jGX7weVBi/H9g7Ig7Iv60JHIhm9oImMPwF2dN70Zq2Rf4+Omsqn53/v/SQ+05WPujcTwZ2Rm31nS06vx/YMcubz+SLaO3kHVJKm6FBzfEUvr+Rz70e8NaI2H+c5+7VLxi07zdSSg9GRM/v+zxMma5xqJbNi3PXTKcYNy2ZLgoqX949Hr0K0Y91yR/meAhzCTLgw1GgLSwFXI+cc3nd/6WMv/h+Vsvx62P/ABUdv4yWJDgCWLHa/+9Zfk6LbLLyIpvouQsT0cvCTJsNLQZ8Hvg6Ktpegj7esCrwPLQmFGgGz3vzv4tDPqJx/GZnbrzymtGIeGwf+cOdQfZ5FvPWhhak/V4NvB8lLnPtNyL2Tynti16L+wPqNNayB/M5/4qS5HfTad9N2mLIMDovTLVvsT82D3WGyWlKO58X7bim2RYn628HnXuQDfW6rmF4KPuOh51viYgLUkr/AH4YEbsD5Jl6/0GTBH5UZCmlzYFfR8TcN89SStcCP0Q5YJdsKuTVdpsDv56Ke54CrgB66WzzqD4gPb+ve8Dz3DwiTp+kzkvBsFAKhmegAjIR8beU0geQLzgqpTQbFQ/Ld0jegYrZbbKr0ZIPu8wjeb9zj/n4X8717kLL4G2Lcrzje+w/meL1oMJ4/YzKLOd/5b+vJ78FB9zbkNeyFfM9Lj3kvpOVDzr3gyjvXjHvC3Tp/GDg6aivSUP+GbSMyptQbj6KCnXDFr7Luc+m0xcd9tz9+gWD9r0LODT//W8MML3jUJHNq3NX202nGDctmRYF5Dxy9EdUWDqo37Z5dKtnATmltChyRqfQ+GLnvJYP2neArCk/HtikGG8+/n/RQvHnRsQd1W/jIiJGU0pdx08pPZDF/0OvgGwYER8sr3+V8+VtZ6Ok4ISmbLLyIpvouavthtXLPUinl01APpl9J3XsZltr2lCWz0Svt30dFc3ujIjXZxuaXWwtj6pvCxwFXEgn4BZmAiejdnEF8LFxymtegGaKzium6/Mc+tyD7DMi7piXNrQg7TeldBaaWfKrFh2dhpZlORL4di2IiAPy62pPR0loz1jSFkN66HyMv61+H8TQbcH+eFwsKPsdT+yeF/JB196P6eIT++Y05HbOPGjHje262uJk/e2gcw+yoV7X1YeHhe+Yz7netIj9+f+zgVeiV/Sb1LK2WddF/oce1zFZeWG6zfjup7OaBXHdg65tMjqvi4LQKRje0thuRVT8eTaanfw3lKePAkTEgSmlY3vIRoF5KW+TATyrTQkRcUju35Q8cBTNimwe+2omXrwetO/mQFlS527gzfncoOLoW1Bh9qKGvMgOQ8uMlFmyw+w7Wfmgc5+Flvp4ZJY1df5+YFc6SyPWXIMKxM3cfNjCdzn3+VTF6yHP3a9f0HfflrZkOkzXODSvz12YbjFu2jEtCsiZ2egVm0Uj4v4+221NjwWnkz4ocG5ErE3LeqpTIN8Hrcm0SVOe9/0Feg3jR8Crk9an+01EXA8QEfeklHYCXpxSejXwHjRz5KCIuC0i7inHTSn9BNg3pbRsdF7jeRD4buOybkNfhB1EM0ltHr+Wz5X1OP5P0CtA9/Q492Tkkzp3Suk8tA7TeQPkh2edz9VpUwbdOu+372SP3cLuEfGZNkGfdlpsaEXgmLqd5gRo7xwsobKhiHggpXQien3oOGAkIs5vnPMEtH7Q4ei1rnHJ8zZXoS+VzkgpXdlya/eimSQnAN+IiP+llFYH5kTEjXmbe9ArS59KKZW1jP4M7BERV0bEgyml64Hvp5SejAozfwD2i4grsz7eDOyT9LpTr32fOODYg+SDzl0KRvuVfeluC/3sc66ceWBDk5RP9txfBY7Osqa8yL6CZoc0A/yh6HXNnVpkTUYAkj6u8nLU9u8Gli4672OftwGntux7SkRcALLtlFL5uE2rnOGf98L8PAvjjVNrJH05u0tvaF3Df6EZJ+PWeT85ehNjCWDHXPDqF7unXE7HV89Erw0+MyLOLddO71gxt60M2refPKU0M/ulce87pPwY4LiU0gsi4k8t8nnZjmt6tuMJ+ttB8kE21PO6UkobkL9gX2Lqw8h3TPh59tNbSmmDlNLGbbJB+05WPujcme8Dj+zxPOfKUFGm+YX476MC0O0tsqmQF9rO3eRu5NMunA/yps567TvMdU/22pqyQdc2GZ3XRcFy7jfnY++D1oeFXDCMiKuAlyatGf3F+kD9ZPNa3iKbA7w2pbRuRPyt5VgHpZTKG5ajvY49weL1oML3HLQEQznHg8CPq8v7OFrW732oHzNXnlL6OLBC0mzOf2T5ScPsO1n5EOcu+fWPkN9t8hHg57Tn18cBTwM+SX4mjK/wXc59Eo3i9RDnHtQv6LfvmLbUcu427qPbvmqm0nfMT/l4/NaCjEPz+tyFqYoV0L+99JNNa0ZGR6dHkT2ltAxa3PqSfgXkpI+BHRER72j8virwG2AD4CsRscs8kN+Iilkze+y7Xv6pLnDfj5zxZ9Fo3w6VfKTa5gfA1yPizF733jjnmILkeOQPVVLnY3H3oA5Il077ySez72SP3eM+vjqedppt6NnAAcC6EbFYQ7Y2epV4JvCoiLimkm9T9gOWrmUNt1T9dQAAIABJREFU+TYo8VhrPPK8zS/Qq6zLAb9DM6TWQLMHrkCj/mujQs7/kIN/FBqV3joirswJ4qGoAHMG8BI0EHYPsBFamqPIlwauQx9mGEWvTO095L6TlQ8699LoWc1Bg1IXJ31kajf0UcGuAnNTlw9lUkprodnyt/aSofW5XhURG1ey0sY3RR9WaQ7y3Qm8Fr0296h8nBPRrOXii0eRz9yxbd+I+EP+/wqNfUfQszw8InZskY85dr8C9EOZxn3vA7w/8odMGnqbQWc9w8NRR2A8Oh/6meTt6tgM/WP3VMjnoDc3msWxGWh20zfRByVHI+JTWT8z83G/Adw0Rrmdff+K2jfIjxQ2Rl+Qb5MP2neq5GPua0HSVviez+dfFBU9XgP8E/hERPwhpfQlNHNqBLXTHwLb5sJG2XdMsfLhwhB6m5E3vQV4U4tOQWudXtSy72Tlg869UD7PlNI6qPCzMnrT5+iIuLchfw/KhQ6eSnl17rWBZdBaqV2zFZMmFbw1IsYUwCZz7YPOPei+Bl3beEkpLQ68DeWgq6CC4K/yeUcb2y6N4tCv6oJhSmk1NDDx7Yi4Kf82E3gr8uGv7SGbjZbH67XvZOXl3CcCV0bErfW+ETF3dnVK6cOMzQP73deKKA9fDnhWVN9dqYrPY2TDyHvR69qHkU9m34nI69y7bd8s3wa98VLrfDFghYj4Z49nshidwnZXO6y2eRJavuKYHvLWc1ey1n7BoH2rbeZed2VfG6PlSm6mh31V+z8LrUe+yXjlk9l3QZ/74Uqtl37tBfm6cbWlhYVpU0AelpTSR1CH7KdopuIvUVD4Tf77aOREjkHJ2f0ppSdMkXxV1BiO7iFbHDgIzSa4Ec3I3A69BnM08MaG/MZ8D5ujRHMlVCw7BDgqIu7uo4dmQfLbdDrjF4+3YDmIlNISKPC/PyIuHlY2r+VNWb7vbdDH3HZCBcq7UOD/IipMNuVF59/sIztqwL6D5H2P3XzWVTufaDt+U0Sc0NRl4xwTTlwmQkrpvagD9aKIuCH/dhGyga3y/ayDirAz0BqIa6E2fB8q0p6ARq23CM3quwt9IOEjyJ7WL3I0M2lr4I/A71Fh9rRh9p2sfIhzX4Tscsu878/oLk7PzPc7Si4wD9DtlNnQVB57Ppx76DacfcPmEXFilh+G2tx+yCcvjl5r3A34cOSPpORtm/t+CyUF16KO4wnIFrdCsyCelOWfRLZ6IUoa3pjlRzBk8bqNheV5thTeV0Uz6Zamvchb9PpJ4HNoqZGEnsmZwDPo6PQK+ut8kLx+3jC+2D1ZeXmjohSTBjEr/z0DdYD77TPS+P9oH9kgefM8k5XXHz4ZjcZgfM1UtlPg9S2nWATF5OPRm2NDF7an+NreCOyJZl89iIpQV6HB3L2BP6Fc4HnAlegDR0MVJMd77dPJdwzaN+mNwF56OxV12K5COcR9qAD4Y2RL6yDfD4rZayB7nQr5aQPOPdXPc0ngYmCrlqJXT9l45cCiaOB/6XxPi6H4tyjw6oa83MM16APJZye9kTkhOfJ7RfZAPtfVZd/qesvybM1JPvWxy7U/CGwfEd+fzLkH3dega+un8x7PZDXUthZFSx7dhPqfy6Oc4tXRYxLWEAXFpVEhbqOo1o4eJJvX8iH2Hfq+0LObJ4Xz8ep0Cu57Out82hTGx7nvymjd/ccwDvsaZN/95JPZd0Gfu9puvsSh8crn1bGLXtAA3kmo/99sLyehAcs2WV9fvTAwY/Am04uI+CJKZl4BfAd1AP6E7mXD3PneCq1xcnxKadMplD8bdUTaZDcBh0XEByPivIj4Z/77Q6i4+5qmPN/Sgej1o2tRMekWVEi6IaV0UEpp3T7q2AYVjV+EZjJtDGyTG3xTfnpK6ZyU0o6VfDzMRLNHlx+nbF7L22S3RMTngcejIt4yqCN2A0rwlqzktc5HgDeg122askH7TurYzWddtfOJtuO+xePMEmj23RPGKSOltFhK6Tups4zEMPLdgM9GxA1FjmZ0nIpmL38ePaffo9eRQE53N5SQ749Gsb8WeuUbNHNzJvpQzwsb8ruB5UMz8A/M9zTsvpOVDzr349EyK2Xfct9rRcSWEbFF1s01tLwO2MJU29D8kk/22BNuw6ijMAM4MSKuiohLI+Kj6M2NHXrsU9gS+e3HA2UNzsOqfbdEM/G/EHq9cikUr4r8C8BT0CuHa6Pi5pfQ0gwfHHBuWHie5zJ0L5X1WfRxlW+g+x5Fg8HlvufqLW9/XfVMnkW3TqG/zvvKq+f9H+Df44ndk5Xn329Fa/+dExEzyp983c1C7Kz8Zy/GFmHrfctbJ/9Ga8Qt0pCXdf4OyrKRcew7FfIRNNN3xqAOCVPbTmchHzur+vNJVODbGen0XZVsEFN5bW8FDo6Il0TEpsDXUIfjl6FlrDYBnotmGa4EHJtS2hIVn/ekEz/eiAZEJnPt08l3DJL31BvwuCxbGw3S34K+BfHtrNMXopmihyD/fcBUyYc491Q/zxnAmijejUc2Xvln0FtV60TEEmjw8yr0ltWLK/n2aFDw6ahAfnJK6eWTkaM8+TpUuH91ltf7DqJ57c9HcelbU3DuQfc1XgY9k32QL/14RKwQEeuGPgT1WvSNkT36HHtQTgQ9logcQjav5f1k/8/eeYdZVhT9/7NLzjmJCKhQqAgiCLxIUkmiBAFFBYGfgAQjSREMmBXMiAEVCQZ4ySigLFleEQQFFLEAJUiQ4BJ3YZdl5/fHt8/cM2fOOX3v7Xtm7p3Zep59Zme+pzpXdXV1d3Xb9XL3h9z9Sx4cwAX+pWqwtSO83bZpDB/UNk+xzZvEY7xfQQe9upGvyUxjNQ/1W95fQmuZd5SMly3QhnYZNvBjaeAcyADufgG6pgxadN8DbOzuf83hW6JTf5f2Eq/CkBE1raLI09Dgq8Nf7e4XBUP4VSj2yj7A38zsKjN7Zwlf0VEK8HHacHa24ZweeHKd3LgELQ7fSyuezclmdhXaUcq3OehF77+h2LULFfqjjjc17VF9nTqO26RujYcF0Gm+lTrAV0anP/L4bLQg/A9a/K2KFoJ/RDvA16BNm28iZZw54zK6BrXdUiGtPJ5hIKfV3A54U/FY3s8Fvoy36JwmOJ8zB/M8qqaOx7DpytGyFTwXI4OglHK8V9fwLos2BKrwKmdmO87rQaadws9flDh5D6C63X6HHEh1bRpr8yp8UXR6rIzambs7xt39QDRnrw683szyj46eEn5+F1igwkl7MNI3txZ4s5AfRwMHAX8q4AcFfPcSLMbbC3y86KfoVsjRhDZFenkIbbB34tjuNb2EkQ+6/Cr8vCn83As5Kw9D88gIZ6a7X+fuX0QnqD8wNkXuC6prtzx2NdrIWhGdFM3zXg2shfRPr/BY3oPanxsAJ3gIqeXutwBvD9hX0DroBEJonYBvg5w15yXi6wOX+shwXsO8ZrZDJ2VHN4KG0NyQlHesXm2UrVN6Wyj77/N/dPeLQjn2ivDHHIqDSqn1atKJO1FpIjrGh+XLzN5nZi+a3oY4H9mJn83+ZmZzzWzIzIbQLcSpZVgML8FS8dS8h/8hH8qkoHx/5+r/NBovv69ol51RKIsL82kFffw88EwF1o6u7mvqp0f0SsnMPlIBZQupF9DEfZLpUSxoxRT8JYqp0y3+DxSzpAz/JVrwngfsiZxAe6DrqkVaHimk5SvqsjwtxxrufifwUVPQ+31CGc+sSDt7RTzvKN0M+AhyZu4NfN/dz0YP2Kwd0tsH+JCZXZvDJzL9290/anqR9XvoFMhwm7r7nUGZvhc584bbPNcflbwxvI2070eG6BbAWWa2Sq7s7Yzj4bEY8CF3P7EXDVdDnU7gtwMHmtmvcvhf0Fh8AT2wMIeWQ2cmOnF3A7B0wI5AD+hd74rT/BkUz24L5EQ/LcMzXjO7HC0grgOObYc3FW8j72uQjK4ReDdlpIM5o8zBPI96Q9uYwigsxMiTnHlaAk38Md4nizhyUs4N+BM1adc5O98Vr8bgUc7xXnQkboNOAa/F6HbL2jyLv1Zs01ibt9Mn2U2CMmpn7u4Kd/crzOzLyJC83sy+g04gHoROHu4ObGlmB3jr6lzWdn9CG25fLvDOaRPfE42zbnhT8TEndz/QzM5ETrl3m+JZeoDH07ENClu0dOF3aI3VzCG5ZPj9DHR6+nJG0tXIxpgsVNdueWwxJP/5bzI8+/sjPcRjeQ9qfy6ANmGKNITCce2NQvc8lAHhEMeHzGwGOtzSLX4g8EEzu6iC91wz27GLsn8ThTpKyTtWr1jZOqXlarC/odOT82gezaPuKC9flyL9dh1aq74Svd+Rra0XRvbag+gR+JfTuj2bxx5D+r4KL/Km4ql552kN5CSdDFTsb5Cf9EPIn/Nw7ts1ULssj3wbZbQI1SeXB15X970DGV3/rqOFaJ1qymi33P+nJOCZc6GO/8u5b99lZge5+7BjwcyWRCcNHgaOMLNf5XHkNDqMwm4ygLvPRFd9f2hmWxTxCoo6SunAOT1B6eLQRmVtOsvd69q8jjcl7WKYguK4j41jaI1FkBJs2oHcKX0e7eLeipzeoFN0+6D6HY9OHn8BuAu4w93/ZmafQFeuQfFqFwPczO5EC7Usnt2OyAm1GHIO3Imul74FtceKSJlHeVPxNvJeAZ3IfhqF5lidkc5pzGwrdJX10i7bex6NpiPjn7AT6r8Y79Il+HBoAbT5mKdt0Hh4Ahl0dQ7miUQxp33Wrln8yGUqMBjdprE2j+EgGVzezJbuZO7uEf4hFAvty+gk9m4opvYQ9U7ezD74mJmdVcIbw5939255k/HxoOCwH3Zso/AC/UCXIZ3zs/D7TNROD4bfM4fkG5FeKjozM6o6RT9Rqa7d8tgWqN3OR87CPO/0gM1E4YR6gcfyHtT+vAVtdF9Ygv0AhdD7LDqNPILc/RNmtle3OAr1sxAKT/LNEt4FyrB2yt6DvGP1ipWtU3oYxdwuo1dT7iifR/NoHrVHw/LlejvlRuBBdz/MzD4FbOjuw2HmzGx9tI49HcUKHoW5+17WiiXcFm8qnpp37rvtmSQO5GJ/w3As8A8C3/VcLPBcuzyE9O55JUk+Q7WfdeB19SA4kNes+PsiwN/RVc6/FbAHc/9ftYS3XbwMK/Jn9HLgAuDucMLy34E/i8G7F3o4KY9PQUbmgmixWEnuPsrB3AZVOjO7dE5PKIq1aR2ewluBV43zjGLjuO/J3S8ys92Qs/yLaPzvixytc5Cz5S60cNoZeCCczF41/P17aBGwDjqxPBXtEn4FOaR3QaFt8vgf0cmemWiB0wlvKl6X942hTu8M32X1zjunV0ULzMO7bPJ5lCNvxZcFhg2DZwp/mx8ZAnfU8eb4h/HA+1608fGn4veMdkCXOTOrnNeDTJVO+6xdzewCYBV336QEK23XWJu30ycB/y5yznYyd/cS39Pd/2JmG6CbC78Oxat18ubqeX0Jb1t4Cm8v8LGmgmP7p4TQFYzvKeSj0cmmjF4MP7MHfi5DMfNmobmz6MzMKHNWThaqa7ejgVcGHb0kCl9wboF3XbSBc4K7z0FvMCTjZhbLe1D782Tgu2Z2oodHkAv0SeDHtOK09xI/Genpc8pwdz88OGqr0k4pe23esXq1UbZO6ddo3L0OyDs0NkNz7f/2II95NI8mKxXl6xJkM7yRcvm6BD1+egajD0dkvFVvW9TxpuKpeedpMoVoGW43d58b+XYK8vt93Mx+7+7XZEDQx4ui8CBblWADr6v73oGcncYDMLMpwPvQS6n3hj//LdsVyOFPeesV5zL+dvHSvPNlytF9QcF8A10NmB8ZC38AjnT3G8xs8wI+Fzm/j3T3v5Sk2RNKdXYOEpU5etrFU3h7kHbVWGt3HA8EuWIBXWiKv307cqKch+ThXYx0ws5Gi6qvAD9zxQf+Xk3yp9OKRV1GP63BYrypeGneYUe7WO+8czqr9zwaAwqOgLp+7Io3Jv9Q7bweZEpx2ufSqGvX2v5qEz/eFAKqk7m7l/hfQllmA58ys3PQiYfHw9+jTtgq3nbwFN5e4ONBoU03Q7cAjo9933BZpqMNxSo6Gj3+lf8m78zM5GpJ2ntwdUJQXbsVsFEhgQJ+La0wYD3DY3kzoP3p7meY2QPoNG4dvh8l7zak4DnsXmAGrdjL+W8+bArfVoZ1XfZY3rF6xcrWBX0ZObhONLND0QPsq6INjXtJe5jpRRRe7akOsabxGG+MUvlTqMl693ObDyoV5es/yGa9lnL5OhnFVL8VHRQqwxZCc0IVXsabiqfmnVEZ70SmfLs9V/Nd1i63oJulV5rZHYzUx/ejDeIy7F4G/BG9vncg58kV6/dkdKLnnxSUWw5/NyUxSVLwImZmuwO3u/s/ct/8DdjeFOsxcwD+pQJfDjkAZ3TZFkWHxPPoFeA7K/BUGpF+B1jTeGrafUep47gdCiciSg2EOqxbCrugd6GXbf8XKVKAB4ITJ3P0dOW8G1QKzuFe1Hs8ZWg8827S+I5RT3VLh87rCdOfKU77bqgHc3cqXjv3ux5hOrDwt7acsGW87eIpvL3AS6jpcfwMcvrch2zKThzbYyZDbTiYCWOp3djpE0Z3dIj3BTXQn8+hhWzZ48l1WMe4u1/VBl78ZphS8FzeHw7/yr6pw/Lpjqp3St6xesXKVqBYnzwCbA/8D3JcvBJthH0Z+IaPDJFYpBfR2NvOzLZEYVN+5+7ZbcbVUUjDncxskzzm7s+b2cHA1ma2U5E3FY/lTb0Tq7ZebfKn2JG1eafUu8/bfCI6xp9AzuI/AxuicBaPAj+nRL7c/VFaoXEersGeC/m2xZuKp+ad++6JIm8Fjdk81GTehXap5M+3i5ltCnwUxcceoY/RQbhSLKKr+56mDA2N9/sho8nMjnH3L1dgF6LXskvDS5jZucDj7n5Qr/E8ZmbPAXt7uJpmepXxre5+Wfg9hj9B/XWmJdHAmxW+G3L3uscTOiIzuwVdXfhZMGjbwprGE3ljbVqMWQqth7DKsBieF/6UtIs0hB5QSRnHdTL0OWALd39zCbYkcEEZVvhuAeAY9HL4A+3gZnYf8Gl3Pz3GH77v1/5MzbtIo2TbzFYF5rr7w7m/bYOuvawT/nQ9cKyH18Fz+GuQkXQl8EV3/1cHvKl4at6ZcffFHG7A1ijkwwgDuA4r4N9CNz5eoL1rpEPuvpzptP/T6JG1IbTR8WLh29hYKU07VoCQ91vRbvVzwDXuflsMaxpPTTv3XZ18Nym/y6CwOS/kfn/G3ZcM5Uqd21Pn/iINj5cB1olllK/XfMje2chLbmM1jddRk3mH/lwa6ZiiXimjjuxAM1sPMOBOd7+1XaxpvAdpZy+jz6U9fQwDMvcDmNkrgfegB3r+hB5cnlXAXkEIkZNhOfxQ5GA8Kc/bCzx884qQ7+cr6jXmVNdmuW/GpdyxstW1uSn+/fko9NFeaG1wW5XzocomCoc4fgjsz8gr6S+gd0deVoF9Ht2Gq+JNxWvzdvcvJdQryh/DUvJOqXdimzba5rF2SeUd47zfAvzI3c8J2JbUyNc8Gklm9gbgaxX+hEqsabyptDN97O5Xh9+Hx0sdVpbHoFO/OpDnAie6+0cLf18ZuAG9XDgNxR55mNYrx6C4YW9BL0/2Gt8CxSG8G9gAhZ/4PlocXAB81t2/EMp6F/B/wKHuPjPUaXt3nxbwUxm9EMziol2LYqNm9ARwrbvvGnhTFpEZ5eNvzgK2cvcbQvpZfZ9HMVp+kGFN44m8p1Lfphug2NnZ42WPocfNZiFHx5wCvhit3cg63tS0Z6BXnLdEY+sG4Ar0unO34/gCqmXoYeScnK8E+x3wKvSY175o5y2bhH+DDNsh00m6TvGH0GNzB7muEMfGcfERmaHQluPdn6l574KMtuyk9xx0zSVP2QbS86HenwB+FNrxj6jv5w/4FmjhkeGLocXGSwLvt9EjL+3wpuKpec8X/j6E5OEj9Mb4zr6Zi64c3cZI3TADnRydg06w3YDk7zJ0CiHjH0IyugLtj5V2+nsZdCJyTsjjlSHv16OQJkPh38+Ao3JYVre5aFPtADNbpod4St75WzCzSupcJ99Nyu9i6FriPcDm4btL3X1HaGvuTsVPpXqeWpbWQ4Nl42VQdeK1aEwvgU49TQceAC4K9ZiKQnTcHHhh5KmXFPyT4efCoSx5G4Iclqev9ihv0By4VQW+G7A+4LT6eE060x2gWHsLhLpt7+5Xmtk3UIzDTA4fR/G281im12Yie/aYHuNN5X0YrUc37wltlcnQoM/986H5P6MhdEr+XaE9Lw9pzgnp3Au8y93/ZDpFmOFT8ryJ+HLkHvBEc/gStB6CHW+nfF2bXUZL3xbLnZp3O2utyrK12Sczgb2RjXJJSGN4QzKjNpyZc5Bd9B3gNLQOWAU9Yv2x8G0Z9lH0yPq7GsJjee+HbMJu6hXjT3XixvJOqXc/t/lAOsYreKegfjzO3b+U3/Af4A37XuitPFVuXFvrgb75OsGaxrvhLfR32VwBIw+gDKG2zMbLTHR45LyQ3ojDIxON+tWBfBQS9HOA97n7C2a2NnJurUG9QE9pEM87EfK/52luDivisYDctwFbu/tTYdG5N7AecAQyHG9FDuutGGnMQfuO0sxZsh9yUE1HhstiufRPDnmvhh4pfFkO+0XgbwpPytvdh2PWmNlnQ7ts7e5P5f6+JnLQ/hE5S8vwm5FC3aAL3tS0D0MnDuooNo5B461MhlZGDzeeXYItiybXTwOvRdd8/hN4lkLG+D5oA6dTfGm0wFoILSgXKNRhCBnb+XGad6xn8YH7rT87yjvnQFoc2AE5Kzcs1HsfJOMe8B1QjNidXdfSZgIHIIfew6Gt70CPD05H4U2uC2VbB/h9O7ypeGreoc2WDbyLAGvTjPF9AXr4dLi/gs7dF/gcksG3h98/FdJbCHg/Oi39EPCadsZCm/29X/g9c16Ty/ur6Oq/hbwz/qxc/0RyvgeaK15dKHcKnpL3xkhe10KnkW8M/dmNfPdMftHm7Mm0dM9URs7Nsbk7FS+j20LZvpMrVzZepiCDdaB1YpCvzDleNn8V26xXeN5uy3/zCCPlr4m8y7AiXizXrXSmO7ZAp1GfRfPtUkjPnYV075uQk3VNZPO9J2DHIaf+fiHfO5A9tU+P8KbzvhbJzGeQY211+mCc1+XdZn/ujBapd4Y2PAldhd0UhQFbEM1Na4V6Xx2wPZCOXgXFVD4lpP2NHuBbohAN2Sm+l6B3GzIZGk+nfKzN/oA2q7Jyb4vkZCw23WJla6dPjgtl/zWyTaYg+6n4KOx7gQ+g+fjLjLZ5HgF+4+4fKPBhZk8CL7j7CiXYyWhz/YwK3lQ8lveOqN+qbLm6esX4U+3IWN4p9e7nNh9Ux3gZ7+XoZsCKSG6OpSVfn2T0XL8Fkut+3rDvhd4acajN3UvDj00wB/KptPq7bK6YAbwDOZbvRxvbb6M1Xn4YeE9FG8PfBX6AbJZScvdrq7B+p750IAOY2a4oVMEN6JGTX6AO+SwySKtofWSAN4GvH37emvt9Q3T6Yzd06ujm3PerIqN3QfSi5wXkHkMr0IHAIe5+Bgw7M3YIuxoHoxOId6ETfE+jmJE/dPc7unGUljhLhlDg+LegBekFKMTAP4CdctjTyBF4gLv/1HRduZd4at75dnkQODpr0zyFNj0ReH8F/gS61vyyLnhT0z4Enbyso9g4BhmtZTL0drTgrMIORcbHXq5H77Ky7Ry++wcaT53ifw1//zetRzDztAZabFWN46WAj/Vhf6bmfRwyZPLy+V/gS2hsHwGcC+zq7hfl8MxY+gHSQbu6+0UZ5nrcZV80me3SDm8qnpp3rl3ehwy8nzRkfO8H7J/vr0znIsfyIUh//9LdP1LgnwFMd/fVStJuZ6wcx+j+Lurjn2Z5F+aC09A11u9n5cqVey80H62cL3cKnpp3rt6nhe8eojv57qn8mtlWaM5YEunap9EJ64xic3cqnqcRc3+h7L8GtgFWHnSdaGY/RnbKCei0/cHuvn7A5kfO8CfR4YFvuPuLufR6gc8GNkI2wwh7KZRtt/D5Ae5+fodp1+E/QZuy3wGOqCqXu/+5DZvlOEbrjruR7bkF0h0bIkfS+WgBdKnrEa/vhXrPj65ZHhJ4L0VOqTegTeQP9AJvOu9cu3wv/H3/fhjnHeZ9HKP7czoaR4cAh7n7hcHWPRHFP/+mux+RLYBDm56IxtgcpM8eIiyOc7y9wN/h7r81s9PRHLt0A073jje+Im2WL/f2aEzd2qu8Y7xtlC3W5seGf0szerMzT9lp/7LbhSejjfs93f3sIqOZvRD4FirB3olue76rgjcVj+V9FtV2YKxeMf5UOzKWd0q9+7nNB9UxPorXzN6IbkItQ+tGXRVlm9/d6L2+2ciM8Yb116nhs3YOWED7hydT8KbzLtIUCnNFGC+/Qfq4jHdqyd/KvpuCTnaXOrgHgfr2ET13v8AUP+TXaMK/GdjJ3R+JsF7TIF7Ehn8PC+kvesVR9YD/sAb/ADqRWUbPogXkmqaToh9EO2ofMrNr0Snlj+UVA4C732Nmx9MycJ8qpPsIch5+PizkLgrpO1q07ox2Xb7v7tvl8v4IcLKZ7R2ws3O8qXhq3vl2WS7SpvPX4Isw+rpwu7ypaa/t7qnjGIAaGfprFWZyBH/Nc85fAJeD8AR04udzXeCvNbPPoFPPbyop64NocVQ1jk+iP/szNe+VgKMK9b4GxZE9Hi0y70HO1jy+Dwr2PxvJ8qIF7Ay0Uzq3A95UPDXvjJZCE+y0EgzUnlUT/zTklKvizfC6/lwbnTi+ogSfD/VZFW9srJT1N7T08RfQTYCyvH+H2q8Muxidrqgqdyqemvc+wJFdyndP5Tfo12sAzOwjwCLuflgZcxtzdypeN/e/EZhvIuhEdz/QzM5Ep7+nohMuGWVhUo5GoWPebWYHuPufe4hn9AHkpB1u01zZzgR+YWab9zDvg9CDuEk+AAAgAElEQVTNhd2BLWvKBVqUdKo7XoI2KK5H13T3QDcALkebUleG765Gt7eWDFjGeyXSae8N+Kd6hDedd0ZXI9uvL8Z5h3mX9ecC6LTq8ag/L3T3IWTXHgh80MyGN1xz2Aw0/lZBzsgm8HPNbEd0QnGo0zVHj/ApwPwdtFm+3CC7os7O7DTvGG+sbLE2/wK6NbMuckRPCekU462fA3wTnbguUmbzLF+CgcL5VDkylkd6qoo3FY/lXWcHxuoV4++FHdlUvfu9zZts0zHL293/z8xeDhyO5vAFKJcv0A2B08dQdzSpM+t4L0Xj5zq0wbU+ekQQFO7rIHQb5TE0p78cnbYt4rMKWCredN55WgNteo+YK8J4WQOty3dFN5/y42VRdEBvUTSezkJ25YSjvnAghwVcFf0S7fKdB+xpZqCB7RTir7r78MvGZrZdU3gFVrbrMEwxHDnwPmZm/+vuz+bKsQA6EfpASOdO4KNm9km0IP8gcjakGMBr58p5p5kNIYN91ZD+mSi2bZb3h4HvAW/OsELZusZ7kHe+XRaKtOnzNfgsYGEzW7wL3tS0H8j9rd1xukXoy7+hqxV5+kfg/w9wUpAhkIO+TL5WBG6nnP6GDI8UfNTJzUCxxTP0Z3+m5j1UUu/PoNPhiwGGwkJ8wcyud/f7Av4n1O+XotO6XzCz6zNeM7scXVW6Dji2Hd5UvAd5Z6dDPxvarSnj+0VK+gtdy90FnUhdntHxr0AnSV+RMJbK+hu0cbYkCvsxVMh7G1OM8jeH34vl2gbNA3NLeFPx1LxBmwnQvXw3Kb9/RDGtSyl1bk+c+5dC4X7KaOB0ortfYWYboDlpwbB4+TStkFx/QmFtvgxcb3qUpJc4VMwzoWyfQA7uJvLeE22yVJUL4nZgme54NNQps+Ueyf09w2Dk4vrRAm/290d6iDedd0ZZPOC+Gecd5F3Wn7eg8AW3k7PNA92I7NpfI2fhMLn7J8xsLzR3fqXA1yt8gZB3MWZ4nsbDKV/ZZoVyZ202lptusbK10+Zn5sp+DVoH3JT/1nTa/V4vHNwItDy6JXGEmf3Kc486mR7OBhgys6VLsMPQKfkq3lQ8lvds6m25unrF+FPtyFjeKfXu5zYfVMd4Ka/r1O1/UOiHP1AiXwBmtjDw14r0+2rDPiVvd3/czG5EjtZLgR977oCFma0P3OPue1krFMQoHN0IH4Gl4k3nnftue+QgLrMVnzKzm1EY1VJ9HNL4H3QjbRQ2EagvQlhY62G0dim7ZjAFGWgLIcVwCvBhdBpj2wbw02jFRSnj/Qhy5q0W/l6kH9fga6DB+Czasfgg2lF+A9rhONTdf0gJmdkt6ETPZiVG6jXIkXNXHg9t/ja0iFnB3dfK8Q1fWw6/b+Huvy/Di1gqnpp3IZ+DkdGVtem/kaNgj9CmJ6D+rsLnoGsf3fCmpH0ouj7SyTgtXsuIxWAsfpOnKcCn3f2LRcDMPoV23o7rEv8lUsr/x+iJfgPUFlXjeDV0qrwf+zMl738iw6VY763Qqc8Fgb8jA2AVdJplabTJ8iLqx7sK+EpoIyDbbFu4A95UvBd53xl410XXu4tG7oNI561agt0U0nyugvcm5IR4faG/vkaLMtl4R3FBZmbXoMfX/kt3Y2FUf+fmwExWh7K8C/Njhu+alauONxVPzTvXZhcgB/S9dC/fTcrvR1G/dDN3p+JrMHLuz5dtDTTW15mAOvEEFDJpITTnXQq8wcPp3GB8/6TXOHrYc2mqx+EKaBO653m7wlTEsCtq2qxMd5wcvlkp/HwVCnt0BpqLl3f33UyhNNZF4SXOcPeHAu/yKHb9ukivHdELvOm8c/32E+Sge3lNuw3M3G+6PvxdFHty6YJtnmHnozBMI67ABvzHyGYYdT02FQ/fnIhCawEs0e6ao4f448imWK6dNiuU+4Norvprr/KO8cbK1kGbf7AKD9+chcLXVNk8DyCbZw7wKzQWV0WHE5ZANtmsEmxxFKLq1AreVDyW93XoRF839Yrxp9qRsbxT6t3PbV7XLqltmoKn5u3uvhMVZLrZXGc79FR39BDvRm99CoUbvJPRPqIMW5FWqKqpJfjeyEk74hBFCt503rnvtgd+S/1cMaJdJhv1iwN59Q4+/wStR5hOc/cnzWxpZPB/HZ2q3LIh/FtogXxECfYNpJgWo/rRlMdpXQ8pwzdGu9BbIWNiLnIcfdHdK4Nwt7HoKDNwv4ZOdKxIwTlddOKW5NcYnpp2yfcb0mrTBVCb3kFo0zocGXxd8fYg7a+iKzVtjVN0Um1JFMfxWHQK6mehGVataJ4HK/7+aXRSaifPhdIws81QzL37kWOjU/y7aBxmQf6fQ7EwX45k42nkEKkax4eiU159158peYf2qpPf0wLPOqiPZ6OF52/RCfJd0MnZIn45imv9pi54U/HUvH8W6n4DzRjfmyNDs7I/KSFTzNL3In39vireyFiI9XfpZmEu7zvc/U/tYk3jHfDOj26PdCXfNCe/ZyG9VDc3x+buVDw/9xfLdky3bdbPOjHgC6JbCUeh8THshAVoAqcVZqVW/posWwTrVHeshub9VRhtyy2LHqO7HenUs9z93AK+LnIIjsBS8abzDt8slqWNNqf6bpzX5U31XLA32hAYNReY2ZtCXQ8H3u7ua5bg+wFbFrFe4OGbs1FIlsfpH6d8ZZvlyn1iKHd2Yn+sNt1qy9Zmm59I6G8zewMKa5HfkFwcPSo5hG5RlNk8L6C16puQ3hlCJy6PRA9ElWLufoOZrdsUXpd3aOsqO7CdetXx98KOrMw7pd593uaD6hiP9qe7/6VCvkA37TZHm5qDtmHfad6rB3wFRtsVKwL/A1yGHNPrFdb6GX4jJSE5U/Cm8859twwaF9+oadPMVqwaL6C55qYKbMjddy/LfxCoLxzIeTLFankfcLO7j7oGb2b3AOe4+1El2AnoJNF3GsLrArT/By0QD0QLumcKn/wGGRCfqMDx1hXuBdGpov+6++zid2WUagC3k8cgU6xN6/AU3m7T7sE4fw+wfVGGYvIVvlkKvRb9GjRG7keT7Lpo4bItOv3cKb4eUsRrocXPgu7+MTNbB522PwQ5HaPjtF/7s9u8J7t8VlGTxncuj471bbu88/p7JLVb77GUX9NVtNWonptjc3cqXjv396LNYvh46sSAvw6dsPuCuxdDMPUc70T+mixbBJunO7qgfh3nE60/x2BzqeuNrybLHsu76f40xcH+IdqMnM7I+WQB5OSan3qbZ08Uc/nP7j6jkP5CtNYIo+LA9gCP5b0c8FQe68CW65if3tmRqfUeqDYfRMd4m2nXyRdIxv7OgG3Yp+bNJKU22rxuvCyBZGuoBAM5kF/ebA2ao75zIAOY2fPAu939ghJsFvAedz+vBNsdOaJ2bwive7n0eWCquy9YUacZ6AXek8vw3HdLoet4y6ATwte7+/N1PAX+JAN4IlKsTevwFN6UtHs0zt9RIUOV8pX7ZlHkpH4rsDKKa3oZiufzZJf4BsB+7v5L08NRO7r7riG/DwAHu/vrw+91C7G+7M/UvGP1nugUxu3t7v6PEizV+B5lIAesa32bOlbCN5Oyv7uV7ybkE4UiqZybY3N3Kt5B2SecThxv6lf5m6c7uqN+HecTuT/70Sk/FmUfr7WWmd2NnBE/A66qsJcWQqcN93f3X4a/vQi81RX+7zlgbw+n+vNY+L0xvA3eOjuwtl5t8KfakbG8U+rdz20+qI7xjtcFOfl6t7v/q8iX+24gN+zn+Yi6o6p2qRsv7Y6lQaW+eESvhC5GjqcyB9fj6Oh4Gb0M7Q40hc+gus0eR9ewq8jRtYpKMrNjUPiBRXN/HjKzmeh6dxUNuftyRSPV9DBVmYF7LjDXzIoPuEDr0ZMiPVmDP5n7fwqemneRhtBO47HoqkN2fXi6mX3M3X+ea/NROBoPXfGmpk36OJ9NtQyNkC/Tgz7nu/vV4fctgdvc/SvAV1LxLFMzc1pj++8oVEZGzwAWvqscx022eUraPejvduUTmpWh8ZTfZYBnTRt12e/bByP3VGQAz4CRBrC7zzJd79yb8BJuESf3wnlGhf7K4mC1o28JPEN0OVZC/pNOH8fmqfGQXxQPu25ujs3dqXg7em3QdWLMpmlyHJfREAqdlKpvY3hMhsrKVWuzwKTQHT219ZgYc/949mcZ5WUotuboOd6BvTSq3B2ul+ryTllrQXdtvhAaT6cim+cfIc+iTfQAsJ2ZXeDuM9HYy06MPQDsZGaXlmBN4zHenyfUq5afRDuyjbxT6t3PbV7ZLj1o067x1LwpWRegA0/HRpzHY6E7mtSZk9VH1PM1C/XjJTqWBpn69QTyu4GPA48hJ9fDtF5i/hCKY/cGd787x7MmuoYwE8Uh3rwB/HakeF9bgt2EnBCv8dwDH7lv3oIM3B0r8P3RQwoXoni2M9Ci6xXIAJ0R/l0bfq6CYuDejWIV3UP54rjMwM2cJbMC77/Qw2ZZbNo56NXOlVFc2sXQCdJr0SnSPPYYiqM8qwd4at7FdnkSxSu6EMWRfTjg+wA7AyeiU7Jl+C6hHbvhTU377SjGztvpfhz/K7RVmQxtgWIm3h2wb6PHBq8P+PmM3J2eiSbp88Lvxd3rWjxXtu8A67v71qYg9I+guELXIWfyrPB76ThGhnMmI/3Un73o79fTnnw2LUPjKb/boxAny6Cx+VpgO3efZmZ3oYcXD3X3maZY6Nu7+zSAGF6kgr49DcXVX4SWvr0czTNluuW/wEuR7HQzVjrp70Huz47mKerlu2l9fC+wRZdzdypeHIvFsp+BYtIPsk6M2TRNjuOysTgLeDXp+jZVhjq1WSaL7uilrTdR5v7x7M+YDMXWHD3FGemUj8lv6nqpLu+UtVa3c+iqKG72wdTbRAegWMhli/wpubLnaW4NPjf3/xQ8lvdUVOah3O/btVmvWv5UO7KNvFPq3c9tXtkuPWjTrvFerwsCzyXAFe7+jQq8V3prPHXmZPUR9XTNEtqtcrzExtKgU786kOdGPpmCOvxyWvFVt0WdvxO6vr98A/hz6NTMMiXYfGiXb2UU53B6ocyboFOWq1XgbwYud/c9StrjdnTadFV3fyr39zWRIXExiqPXrQH8KxS/duuS9G9GxvkGFXn/Eb36XcabiqfmPQVdXylr03OAHYDfVuBPUh3vOsabmvZKwJ4oyHu343i5Yto5ypTgUM3vR6JxCorvA9rtnYlelD6qAzyjZVHw+qvd/VLT9aNTkEKfgQyzw6gep/ejq0r91p+pea+HHhvqRj6blqExk9+CcT6VuHEM7RvfRZoKnFvTn29AOrqsXv8AbnL3N1bwxsZKSn8PTH+W4LF5qk6+m5TfB9GcPkR3c3cqXjf33wRsSPVmxaDqxJhN0+Q4vhHNj03o21QZitksk1V3pNh6E3XuH8/+jMnQeDrlY/Kbsl5K3YxI1S2HAbci2/8G9G5IbBE/JffzfOC+8PuqyKm0IPA69IDxb3J8RfyCHG8qXpf3usA2hXpVOcHL6lXH3ys7sipv6L7eMd5UPKXNB9Ux3um6YAjp43OALwEXufuLGdjGZn+/bNiPpd6ayHZFbK54O1oPVo2XNaqwiUD96kDeKvLJsshoeysj469+xt3vMbOVgc81gSMnchn2JvQaaxW9FDmYq2h1YC93/1VJe0wHFnH3RUqwg4FvARcnGMA7AQe4+xkl+BPAM+7+soq8TwTeX8Gbiqfm/X2q2/Q9wC+B91bgs4EXK9o8xpua9snuvkTiOB3VZjlaP/y8NfxcF/gyeoW2iqYWfi9OwjEcco5qd58PwPTS6StQaJizgRtqxuk70EnnfuvP1Lx/jkKAdCOfTcvQmMpv0P1vAd6IHGu9XPDk6cPA+2r68xfAvhX1mg087O6jQsi0OVZS+nug+rOAx+apOvluUn4fQ86QqrESm7tT8bq5/z7gJe6+QAk2yDoxZtM0OY4fABZ391HXGXugb1NlKGazTFbdkWLrTdS5fzz7MyZD4+mUj8lvynopdTMiVbccgmycBdDBi7noRN4UdBvlBeBFWoc68vQxWiHBimnPBXYow5rGy7CcHbgkstUupHp+HlWvCH8v7cjKNu2m3mOFd9nmg+gYbyftIu1HS75eRLciM1oS6fOyd7D6ecO+Sb01ke2K2FyxEvKfVI2XpZFunluCQQiRUUx7UKgvYyC7+zVtfHZ+Df9/gIOawiNYVxQWVItVwItRvWv2LDpaf24Ffi6wexv4qAVqoEVqyvUsGkNVvKl4at5TavizmIxV+Gyq5SPG24u0U8fpPVV8QFG+rjGzn6OTbksC5wGfJ8SNypXrFeHn0cAXOsTJpXtLrg5PADeZ2TuQo+XjFWXOxmk/9mdq3lPpXj6blqExld+g+68xs72RA/mHNQbwByPGcylvwPetKduiSHdU1Ws22oWu4iWSdkp/D1R/FvB25qnxkN+jgW+7+5oVeKMUmftXQQ6CMhpknRizaZocxytW/B3S9W2qDMVslsmqO1JsvYk6949nf7YjQ6lrkip8UbQYr+NNnYdS8m7KlnsWWBuFeSs7+bUfcBXwkLsfVoKX/Q0Ady8eABkzvAzL7EAAM/sINbYcJfVqlz/VjizLu1COjuo9Vnhqm9e1Sw9s867xHvQnpkNNVScr30cr1GORxkJ39KPemsh2RWyuODn8rBovm4ef11XgA019eQI5IzPbDp3sXQY9dPMbtCt2afh3meeOnQeeh5vCixi6FjDN3R+uKP8+QBZrZ1t3P73iu1VCmnOATd19Tg6bD50snQqs7O7P5rAFkMLfBDjI3X9Skvb+wE+AA2vwH6FHzTYrSf9xJETLVeS9AXBXBW8qnpr3+sAdFW16PXoA5N4K/L+ozZftgjc17RnAOiSM49x3o2TI3W+sw8zsKuAod7+pIs22cTPbEHhNgE5FsUD/WmBZFPgA6q+6cfwj5Hzut/5MzXsD4JAu5bNpGRpP+V3B3dcqtkkvyMwuRrvHVf25NgoPUFa2R5HhsniXYyWlvwe5P2PzVJ1891R+c3PzowGf4e5vyvHVzt2peO672Nw/C7jb3dfpos36WSfGbJomx/FMYLq7r1TTpt3q21QZitksk1V3pNh6E3XuH8/+jMlQbM2Rgj8LzO/uC3fRZqnrpVjeKWutxm0iM1sE2fyroRPLeVoAyVAZBrq6X8Wbitfm7e7fLa1QoEi9ovwpFMubhHpHeFPxpDafjGTa7P/4OOmOJnXmZPURpa5Zvu3uSxSxyUJ96UA2s4XRNYNtacU7Xgh5+W9Hu/qvQydYbiA40tz9L2b2dWDrJnBgrwK2QPj7uWgQFukqdJVoCjop+qaSb0CD9KtoEfkvJMz/Rlcv9kfOxDko6PdZAVsBPbS2emiTWXRvAM+H4sA8W5H+HBRnpgw7AV13qeJNxVPyPh7tEJe1qaGYP9+qafO56DpMp7ypaW8P7EjaOK6TodOAl1Rgp7j7gfSIzGx3FJqCkH5ZvCrQguQutEtaNU6noofV+q0/U/O+Ge2EdiufTcrQeMrvoWisNmF8r44eZK3qz8OQ/qgq24vokYVuxkpqfw9qf8bmqTr57rX8ngD8OuT3MhTz/c+0KDZ3p+IZxeb+VyO9+JoJqBPrbJomx/EaaHPoFQ3p2xQZitksk1V3pNh64z3Om5z7x6s/16BehsbTKR9rs5T1UupmRLe65WB00u5Qdy8LT5HlsyHwFbQmLdo8a6A17PKU2+HZVesybAg5a6p4U/FY3otTbcutQX29YvwpdmQ7eafUu1/bHAbUMV7B+17gSuA/dY5zM7sGHYhaecA27JvWWxPVrqiaK34GbAQ8nj94ErBTgG+4++1mti5wuLu/nwLVYYNC/epA/ipwOHqI6zR3f9LMlkaBq78e/n4qsBVyom2NHqN4FDnQ9jezpZrCQ9m2Qqeh85R/xRTaiwsLUuBDyHF4EpDfYf43irN0PzIMtkIKci5Skl9Egn8t3RvA2wNP1aR/dxXm7mfljJae4z3Ie5uqNnX38+tw9PBRV7ypaWd/SBinjyGFXyZD30Lj7YgSLJOvPwDvpHwSHkJOj3bwlyGFDApJcAuazI7IfT8LxaRaj/pxvD2Sqb7rz5S8gYfaqHelfI6BDI2L/CKddwHNGd+V+jb0Z13Z/hvhrRsLSf3N4PbnvW3Uu1K+6a385sdE2bycGvO9V3P/SSgc0ETUiZU2TcPj+Ez0TkAj+rYHMjRPd/TY1mOCzv1j0KbdytB4OuVjbXZvpM2b3HTrVrfMF8p8BdX0UnTFfmGqH517DPgEesz1mRz2GxQu6agSLMNXquBNxWN5vx5txtbZgVX1ape/WzsylndKvfu5zQfZMV7GOyWHH1fCl9Gm6M2hfzB4G/aN6S0mqF1B9VzxTVqH8e5hJB0H3IbWiMshv8ZxjKZXoncb5ivBBoL61YF8D3COux9Vgp0AvNXd1w2/TwU2A96FdgKXzndIk7gpns6pyEG2Fdoh3i1X3PPRrsYU5EzLY3l6PfCpXLovJzyK5u53FOq/IBqU/3X32bm/JxnAsfRjWNN4D9KubNMYnsKbmnbuu07H6bLA1ytkqC6g/gloN3ZlNG6nM9q4WDyk3ym+PJqEZrv7yyvq2e447cv+7DbvXshnDB80+TWzm9EGRRPGN+5+X8gn1p919epqLExWfdwL+e6RfN6NHt6aVsQDxebuVDyj6Nw/CXTimI/jsdC3Mbxbm2Wy6o4O8H4d5xOqP5t0uqc45dtpsybzbkK3AM8X8RLKO8HWY7TNc0cow8klec0ADivDmsbb4K2zA2vr1QZ/qh0Zyzul3v3c5oPqGK/iLToB62gI2Y+DtmHfuN6aiHZFRbtkBz/KqGrjooyGfJ4DubdkZrOA97j7eSXY7sAv0AnGbdGpy8XQ9dNpKDbxw8B2DeF/RzFjt0W7MvPned392lxZPwucgQbU3u7+uYr6vqIOz323FNoBWwZ4BLje3Z8vfJNi4FamH8u7STw17UElM1uL7sfpx4F3V8jQC8BcL39JdncUcuKmwP+vkm/uRo7hrvB2KDaOJyp1K58xfBDlt0nju11qWrdMVn083vKdzc1V+ik2d6fiue/amvvDtxNOJ47nOA54I/o2hvdCr0xG3TFRbT0YzP6MlbtpPEV+m8w7tWwl+BXoIasri/nk6CHgdBSzs3gDBjP7M/Addz+tE6xpvA3emK3XNX8PnLRN1ruf23xQHeOluOkwYEy+ALYBznb3qeOlO1LxeT6i9DULCm1RNV6eQDdBrkV+mdNCukUaHksl2EBQvzqQH0SnJ79Vgk1HneGog6YBl7v7EwG/Dx0xv7vXeIy3wzr+HHjG3Q8Jv58SYVkPhSRYmNYOx3S0O/TzTvMvKc8xwLFl6aMwBKWYu/+8jjcV7zDvTBD/G3jfXKjmlsALtF5R3ZzW65hlGBE8/7JmStpFGkLKJWUc18nQkyig/uIl2GHoesa73f2sssKZAvLv3y3eLrUhI+PVn6l5F2nI3fevwIB6+eyxDI2n/BZ5D6dHxncX+nYIXfc6Fj2Yl+04T0fGwz9z38bGyqi0U/qbAe3P4jwV6ZOm5bdI0T7pFXUzFrOyDbBOLKNam6bJcRyzmcZQhmI2S5Emre7owNabNHM/49ifvVh3NEX9XO4u2/xp9HjXyWa2JXCvu99fSPfPKL7r3939mpJ834Iesd7R3R9qF2sab4M3Zut1zd8DJ22T9e7nNh9Ux3gpbmZbAbe6wjmWylf4bhlgvTL5mujUr/NQ03lXtEXleClgOwKLufvZJWkM/FjqVwfyT4C3A5u7+925v68J3IniQd0N/A64GLjSW9eqbkGPyvyz13gEi+1crY+uIU1HMZM2RcG/bwr4Fij2ygvhX54WBBZF8UBPQ4/yADwH7Ix2px/Mfd/pQm4t4I0opvNp6GTrKigm7i5IqMqwnYETUfycJvBO8/4eauPbAv58oS2XRE6g7NrKUiikQhVGBM+w1LSLNITiQ6aM4zoZuh2162tLsD+E/L/h7t8oK5yZXQJc0S2e+y7mDNkDPZh5Ufh9L/TYXkbj1Z+peS8afs7M/f4LqqlOPnstQ+Mpv0X8U8C76YHxbWb/BJ509w0D/iTV14pAsbAWDWXbFD3S8MlQtnegRxeyRxViY6WX/T1I/Rmbp+rku2n5zVO2kfb7Crw4d6fidXP/AuFv+bECrfEyqDqxSEWbpslxvAxyNJ4R8F3Rhmt+LOYpRd92KkMxm2Wy6o4UW2+yzP1j2Z8xGeonp3yxzVLWS6mbEbGyddonbw/Ye7xwu7ANm+g89Cjrauj6/vQcvAkau1NLsAx/poI3FY/lvXzAu6lXLX8PnLSxvFPq3c9tPqiO8Vo8fDN8A36AN+zHUm9NJLsiNlcUaQjYm+qICZXRFCYC9asD+SXAjUiJXY6caauiq/ozgB3RyZUdwt8WRkfJLw7/5qDwEk3gN6AFYRF7PVK4i6GA2zPQQF0RDcAVaD029hx6WX2lHP4sevVxIeBqpOBmhfa4FbjL3fcIvw87Q8zsHGTM5WP9dLKQA1gCuCBLP09WHy/3nNAOv63gTcU7ytvMFkYnOmYFfCV33yLHM4yXpFeJpeIx3ioys5XofpzehJwMZTL0HHJCLFOCzUDxOr8FfAm4yN1fLJRrDeCcbvHcd5069Ybcfdkc/7j0Zw/y7rTedfLZUxnqMZ6a99bowYteGN9Phr/PDT+H3H33Yr65/Id1brE/i7pljPt7YPqzjXmqSMPy3bT8Fr69Bb2mvjjtzd13oqts3eJ1c/8s4B/u/vpQtgmhE0u+HWHTFLCejuMS+ZuNFh3PVhQvRd92JENt2CyTUnfE8Lp2m0Rz/5j1ZxsyNJ5O+SKNaLPE9VLqZkRt2fLUZp+shOz+6939mAIec2Zujx7YLqOXhp8P1OBVWCoey3tFFIu1m3rF+FOduLG8U+rdz20+qI7xWNpD6P2e6939mDb0db9u2I+l3ppIdkXHa5ScdnoAACAASURBVBbgVkr0cUjvqipsItD8412AMnKdGNsI+Bx68XI7FFfkXOAz7n4PEv7TzWwKsBHaBfgS8H13nx/FgmoCXybDC9jWSChf5+63ZnUxsx2AHwDHoCvZp6EA7ue5++dy+D+AD6LXMr8LHB3qD7A28NVcE72GlhI7F9je3YdjrHTqsDSz50I6ZbQoUOoADDy71/Cm4h3l7SNj1pyL+uhN7n5VEQ9991MUB/OqOizGm5p2Fbn7IySMU2QklMoQcmRUYX9GJ+HOAV40haTI09LoBE23+JC7L8fIcYy7L13VFlm79UN/pubdSb1DGnXy2VMZ6jGemvduaPJ+FDnYVs/hK4afD5RgGT67ghdg+fxYKqFhnVvSn8sDG2Z/G+P+HqT+rJ2n8lSU76blt0BfBL4NbNXm3H1+Ye7uFI/N/b/JyjBRdGJJ8Ys2TZ56PY5HyB+wL3ByzVhM0bcdyVDMZimWfRLpjlq8rt0m0dw/lv1ZK0Pj6ZQv+b7YZl2vl3q5aVZRtjy10ycnI6fG8Wa2HLrB8TDaGN8E1fMJym2eR919zXbK2U9kZveizdUqW662XhH+VDtyINs0Rm20eV27pLZpCp6aN8ABtOTrMOBhM1svYFsCuPtt0L8b9mOstyaMXUEHa5aMTKfay/Qx6HbR4RUY0BpLg0h96UAGcPf/0DpOPorMbGnktH1z+PdqdHrn8qbxCgzgjvwCNNTjt2Z2MvAF4BPu/j0zWxF4F/C5HP554Bfu/n0z2yDDQzLPoZPNWZp543lRYOF2F5EVzTki/QLNpnqcZNfxqnhT8dS850evao4idx8ys92ASzrBUvEYb5FSxmlMhqowM7uQ+lMxsesuMRzobJw22eZj3d89ls+mZSgFT817RlPGedi5LtUNgUrbPPTnxpS/tDsW/T0w/Rmbp/I0nvKL5uavJszdqXhx7t8d+MxE1YmBUnRaR3iJ/B2KwqBVUZNli8nQCJtlsuqOLvBSW2+Cz/1j1p8xGRpnp3yRerZe6vGm2aiyFajdPpkWfm6AnF15moIcQ/OFMu0DTHP3h4uJ5TEzWwXY1t1PL+Lh1xFYKh7LO/fdKujQWGnaZfVqhz+FYnmn1Luf23yykOlBPSiXr6nIATgf9O+G/RjrrQljV3SyZslRnT7O3mpYpwSbgvwsdbZoX1O/hrB4GLg0/LvM3Z/KYccjR9n6qOHvC99dguKVfK5B/M1oB6oMOwfYz93PLKnPHsDZKBbKmWa2N9q9XzSH/wLFn90RLSDz+MXo6tKm7j4nl+58KIbNBiHtcyra80nggBq8Lv3/IiFYtiLvlwP31pQtBU/Ne3nURzu6+3Ml9f4U8JYyvA5LxWO84ZvUcf4vqmWoUr7Gk9oYp421+Xj2d6J8Ni1DYyq/wci9AjgfOZDflONLMr5z362CYl8tR3Wf1LX5fcjoeEmXY2Wy6uPYPDVe+vh50ubuVLxu7p+oOjFFp6XiWZiQdYtlHoOyxWQoZrNMVt3Rta03gef+8ezPmAzF6tU13gN7qev1Ug/qlapbZgCn5pJ8I/A3CtfPvfV48IvAx9FbKW9A76VkdBXwQ+AOdPDkIOBNJfiUEiwVj+W9PbplvBba3B3hZInUq5Y/1Y5sI++Uevdzmw+kY7zDdcG2VBwOCfR94BR3/3BFGk3qjiZ15qDOQ03nXTtXhG/3rcKQfgb4v6oPvOLBx0GgfnUgfx2dqnwd2u25gZbD64/odOMlwCXufkeBd1ZTeAS7HcX027WkPmegx6Audvddw4D7jofrawHfDXB0peLuUPeTQhIro1NLdwE/QbGJVgX2Bww9bLEm3RvAmwDXIqdjMf11UB/8syLvj6J4uWW8qXhq3hcArwhtejmjrw9siZRPGb4VCgExfxe8qWkPAR8ibRzXydBeJdgiwFfcvfS6h+nxgG+gyfVwd39/J3juu3Wr8DbG6TdDufutP1Pz3hg9aNCNfDYtQ2Mtv2cCj6C4sUeicCoZpRrfGW0CfA24her+XAk9WFZWr1eFOi1XwRsbKyn9PWj92ck8VSffTcrvPiju2StLytTO3J2K1839m6B4fTbBdGLMpmlyHL8KPb62WQP6NlWGYjbLZNUdKbbeRJ37x7M/YzI0nk75mPx2vV7qQb1Sdcv27n5lLr3MmfmnYl6BrkbriSnhX37sTS35vg6fW/g9BW8n78w5McRoW+5qqusV40+1I9vJu65eRRqUNh9Ux3gn64JRjvM8DfCGfZN6ayLbFbVzxWSnvnQgZ2RmSyEDbOvwbz0U9PwSd9+v4vv1gD/5yKPovcI3BR5w91GB583sQyh+4WXoOsB9yAmyD3JETEOxZi9DivqlwFE5PK+8sx2wfOcMocXlWrm//Rv4GHrFfWu6N4CHkGPxpIr0n6nC3P18M9umKTwlb6pj32SUXSGowojgdcKTkvYQOll8d8I4XtDdH6uQoUdRfx+eww4L+T6LFvUXFpI9Di0YCGkc1yGe0SuBvcom6TacIVkZq2i8+jM1b6h3ZtbKZ5MyNA7ym7VV0TCGdOM7o8zwr+uPIXQio6zsq9XwZenHJtau+5vB6s88b2yeqpPvsZDf39Hd3J2K18392e/TmVg6Mcu31KZpeBzfivqgEX2bIkPEbRaYhLoj0dabsHM/49efMRkaT6d8rM1S1kupmxHJuiX7g5ntjDZOsnTLqOgU3C2HnQ+chZwnrwDeWYFPKcFS8Xby7sRBXJZ3k47zWN4p9e7nNs/TIDnG69LOqBj+ZWd0AvWlyLH8zwHesG9UbzFx7YrYXDHk7kdA+XjJPqrDBpn62oGckZlNBTZDJ1Y+DMytcEDtiU6wbe/ulzWAzwWmu/vyFbw/Cr9mL1xOQS/m/hgt9A5G8Q6XojUBDePuPtvM5kdGwXnufkpJPi9Hp3eeyE6dWitmTxVFF3I5pTkq/bq8xwpPTXvQKJwseGvCOP6mu6+a+1tehvYCls71+VQ0DvNXd4rjpXitp1N8BFYhv7FxXMo36NRJvcdThsYo7+uQjvxLSTukGt8ZvR74VLtjqde6pVf9PSD92ck8NW7ybWYfQeOuq7k7Fa+a+/u5zXpFYz2Ox0rfxvBu9Mpk1R2d4INEg9qfPVhzNHoAo67NEsueuhmRrFvM7KXoodX1cvl9Ej3GeiJwEa0r+3uiE7OrUrB5zOyzKO7pv8zsFcDe7v65Ih7yGIGl4m3kPRfNlw8j59dZheaprFcb/Kl2ZCzvlHr3c5sPsmO87XUBchZm8jUHhYjcwt3/YGZDDOaG/ZjorYlmV7QzP1M/Xhzd7n5pCXY78G13/3Ekj76lvnUgm9la6NTOtmgHYDF0nXlj4Ah3/2bh+4XRq94fBbZz92kN4M8BM919sQre/4cG4Kbh5+PAX12PmWXfLlKHz6N5BMOKa/uEcfz/gI0ol6FpwN+BZXLYUrROHl+JYnLm6QngfWiX8rTA2wme0TbA2e5etms8jyY55Y3cOqwb4zv33SjeeTSPYnNz0/g8mkfzaB7No3lUR2Z2HrAhOgiyI3A0sHlwShwF7OHumxR4BsrmqbMDC9+V1mueHdk5xdp8gB3jHfUnuv2byddf0dq2Vr7m0eSlgj4ujpe/Amuj8CATbiz1pQPZzO5Du3t3o7grCyHBrqLsygVoR6DsdGS3eB6r4s/oTHffKywUl0KnlWcXP6rCzWwj4Bjk9FuE1k7F1cBDwKhwBVmZ3H3/CmwUmdnPgWfc/ZDwe/6k85YoJtv14ffNw8/ravDraFEKnpp3kYaAH6A2za4PbBXadC/kSH1ZDf4ocEiXvB2njZwLX6d+l7BuHOfpOWBhWjI0Dbjc3Z8oka9pwEzg/9z9STPbErjX3e/PEjOzrdC1xSlIFi/sBM99twywnrtfU1P2SsrJSL/1Z1Le7v5oro518gnNylBfyW8neq1TKoyl1YEL3H230Cdvo1rfguIfv0iXY6WD/p5U/RmR70bl190f7XbuTsVjei0/Xjpss37RiTGbpslxXEbDYzFR38bwmAyNKhcRm2WS6I5e23oTYe4fz/4so0bn53apDfkt0piVuwe6pUhD6BTlx9z9FDNbDF3hzpwSu6JHvpYtKcuVNem+LqT9PAqX9FgBX78GS8Vjec8CHgB+i27njFj3ROoV5U+hNvJOqXfftvlEJjN7mi7kayJRH89DY25XtLFmqRsvM1HEhMUn4liaf7wLUEFPIENrKlJk1wBPIoX3YXRK8r7c94sh42w6OuHYS3wxdJLzRbTLcCF6tTFPs9CJzgfM7A/olPQUYI6ZXQEc6e5/D062r5ThaJfiHBQMfIiRcXs2Q3FXqoJ4D5lZJ47SNdCjPQR8d1pxXbIrvCuH35cKP1eowTMsFU/Nu0jzA/uiNv092iHKaBfgPcAOFfghqN3v6oK327TPQledZ6DrEJ2OY2iNxcOB19KSoWdCujBavp4Brsw5NKaF8g87gPMOX9MDfQ92gue+ewLJcylFnCHzoxil/dafqXlvYman0558QrMy1E/yu7iZrVmBpRrfS6G2fhi4ArX5qwO2S/g3syLvBZAs3kl3Y6WT/p5I/Rmbp+rku2n53c30CnfHc3cqzsi5v6xsO5nZgl20WT/pxJhN0+Q4LqOpYTMzVd/G8JgMFSlms0wW3dFLW2+izP3j2Z9llJeh8XTK17VZGXW6XkrZjIiVreM5NPCPql9wZq4CLFnh2NwIHcaaH43VGeH7FWldr54KvAS9hTIjYA8ie2fZgD2HbJ+Ve4TH8l4WHYY5AHjCzG5l5OGZunrF+FPtyFjeKfXu5zYfVMd4LO1ZqD83MLNiWEaA5YGFTadO+3nDvkm9NZnsinbmilJ9nKMqP+vywII1fH1PfelAdvfXmdlK6BGjHYBvI2V2JVp8ne3uvyrjNV39/6GXxIZNxQP2gwps81C+x4DvIcfES5Dg/cHMDkFX+0tx4BF0anN3M1uOkcrtg8BR7r52RZl3Bf5I+wbuy9BrpBl+mrt/JKS1MNp1mVWRV2N4atol398G3BXadHFGnmKfhvrhwgp8DWCGu1sXvF2l7e4PmtkJ6IGlKSSMY+D0ggydgSa+K4HvAzegybSIXQzchAyj8yrS/kMiXkphHNc5Ut5Mj9u8Td5G+jvHexxwKG3IZ2inxmSoz+T3FhSXbHEU36yXC54V0KS/MmrvIVptPg14XY2+TdErHfX3BOvP2DxVJ99r0Jz83oNesn+ILubuVJyRc3+xbI+hsVK1WTEoOrHWpml6nBe+zeaZ15Cob2N4AzbLcUwC3dHjdluDCTD3j2d/lnxblKHxdMrXym9F2TtZL6VsRiTplorynw18Jtjr/w1/HkK3otai9VBr0Zn5NJp3htAjUTu6+ywz2wHNT6D1wmboQfivo3VC5kA5PHz3CeB8d/9c4E3FY3n/G9lpS6DQeOug9VE79Yrxp9qRsbxT6t3PbT6ojvFY2s8G/g8hh+FOoZ2GzGyh0I4L053e6+eNzEnhI2pgzbIJmsdH6eMwXp4HFjGzl5VgBwE3tlOOfqW+jUPq7o+4++nu/l4k3G9GJ3//ixxeVXxTa5xqSXiE93PA34BXuvvH3P1r7v5RNKH/EznB6/BXAplTfPjqtGkXbE8k0FX0eWTAGjJG8ztn01Cc2yL+Qg7f18zeFOr4fCZcZjbFzE7JsKbx1LRLaO1cmxav4DyGdn+q8BVp7Q51ypua9ktTx3H4pkqGvgTcXINtCmxvZj8ys7ea2evMbL3sH/CLFDx8U0axcbws/dmfqXmvQpvyCc3KUJ/J7xeRQbehu6/t7hu4+8oo7t8TKI7sBsgZtQgyfHdERuQxyCD8cmj783O8c0IbvwfdaMmuQWVt/hjw8pqypeiVjvp7gvVninw3Kb87hL91O3en4vm5v1i2twEvTgCdWGvTND3OC1Q2DrvStzG8AZtlUuiOHrfbhJj7x7M/S6ibNUev8DUITvlYmzVQ9rK8Y7xd65YKOgKdkrwd+DkaV8eisTYfsG+JvTQHmI3eTvkwCpl3dCjDb0M5n3T3W9z9+8DPgHcF7GTgC8BX3f3YDMvxpuKxvF9AduDrgZ+g8E/t1ivGn2pHxvJOqXc/t3ldu6S2aQqemvee6CG+p4A3og3+TL5uD9g1Y6g7eoV3k3ffzUPjYFfE5oodqNbHtwOLIjkqw14b/j+w1LcOZAAzW9q0A/AdpOA+jE6j3Whm55nZPWY228w2C9/vZWYrmtlGDeLblmFod+cMdx8RZiL8/gN04u37NThIWVPAh5AiqwpfAekOjSXR7nVZ3ruVYU3jqWkHeoiSNg20PgpLUoU/S0uBdsqbmvZToHAOKeM4/L9Khi6vwaaiCfhA9LrozcBfwr9bgB8n4n+pqHtsHEN/9mdq3lPoQj6hWRnqA/nNDOBbC7y9ML7nAhsE3uyBjYzWRzJQVbYUvdJ1f0+A/kyR7ybldx3g6YS5OxWnpmyrohBDMEF0YsymaXqcEx+HXenbGN4jm2XS6Y4etNuEm/vHsz8Dpa45mnTKV8pvD8qeuhnRtW7JfXc/Gm+/oBVecRN0uvJr7n5G4fvM5lkdeCxvL+U+WzrgGV0DrBn+fxdyhDxegvUCj+X9Glp24DDWZr1i/Kl2ZCzvlHr3c5sPqmM8lva33f0+wIA70OZ+Jl+3IV1+Uminft6wHxO9NQnsithc8dIafXwb8guuW4W5+/UMMPWlA9nMjjezm1AHnYeuEVwL7IzinG1M6wrBfDnWXYBT0JHzJvBDgN9VYAugh2LK6Fmk2J6twecCR5rZkUhYQTHGsjRnmh7gKaNUh8azwAcr0v96DdY0npr2T6lu048hx2YVvgi6etANb2raF1jr6kS34/jSGhn6AYq/U4YtC+wH/L/w7/2Ff/8POYhT8PdTTrFxPKOmTcezP1PzfiZS7zr5hGZlaDzld01aBnCRUo3vqbT66+bw93yf/KmmbCl6JbW/B7k/U+S7SfldEPV3GbUzd6fidXP/VBS+pYwGWSdCvU3T5DiOjcMUfRvDU22Wyao7Utptos7949mfqWuOJp3yMfkdz4MlqboFGL5deLC7r+buC7r7Cmgeu6WC5a7w893hZ9EmKr73MB86XQtaT8zJ8eaxXuCxvKfQsuWKvLF6xfhT7chY3in17uc2H1THeCztjUHyhU4pv5DJl7vvhk4vD9SGfY/y7td5qOm8Y3PFU1Cuj919N3f/cx1Wke7A0JShoaJTffzJzGahlxEvAS5x9ztyWDHW2dO0XjU8EMUj+01D+APAUu6+RAn2L2AFd1+ipD6/Qkr51+6+ZwX+GhR7dj8kzPOFn1NR8PNHgNWAy1EMxXzQ7o3Dv2PQTseD6LXJRdHDbHeiE6FV+P0hr9VL0t8KxdOavyLvLUMZy3hT8dS8h1D8prI2/RO6fvDNGvwuFPOmG96UtLdHTuGUcf4j4CrKZahSvsaTzOxY4LNUj9Mz0VWR/ei//kzJ+zJ09a0b+YRmZWg85Xcf4Dp335UCmdmTwMLuvnD4fV/gO+6+tJmdgQzni9191zwWvj0DXdm6BPXXXNQnc2j1yU1o97iqbNsind3NWEjp70Huz9g8FZPvpuR3JjAtLBBGUJtzdypeN/c/iGL0TTSdGLNpmhzHGwP/g+IZ9lrfxvCYDMVslsmqO1JtvYk4949nf8ZkKLbmSMEvRM7SbuU3Zb0UyztlrdVOnwyhx1gXdvcHsj+GDYmfA+7uW1CgYPPsjGLaXgbcjQ5jvRvZWe9ETsPfoc2Yd6OHvP8M7IGua28XeLMYy0cF3lQ8lvcTBDvQzH4IbOTuG7VZrxh/qh0Zyzul3v3c5nXtktqmKXgv1gXrojjHb8nxbofWA6uGPh4P3dGkzpysPqJerFk+Tbk+3gzJ058rsKvc/RoGmPrVgbwucLe7P1+CPQ8c6u6nmNliaAc/c5ztCpwPvNPdz2kAn40CcC9Ugn0TOAw4FV1xuB8pm0OA/VHQ+v3CzzL8Q+7+AzPbFMU9XAntbvweuCDSZEO59LsxcDeuSTu72l01UKbUYKl4at5D7j5fRZv+xt3nAtThKbwpaYdxvnfCOP4VsEyFDG0KPJBXajlsKWBBd3/MzHam9fLoV939n4Vvk/CSvKeieFv7UeFYd/en+rU/u807VL+u3nXyCc3K0HjKb0aXISP3PhQOoBfG97fc/cjQJyeheKyn0uqTOZEyDaFr+B2PhcDfbX8Pcn/G5qmofDckn0sCp1M9N8fm7lS8bu6/GN3o6LrNYu0yTjoxZtM0OY7z1Gt9G8NjMlRrs4RvJqPuSLb1JuDcP579mad+c8rH5Dd1vZSyGZGqW4YIIeHc/SAAM9sdODvH/xfkZM7bS3sA30Jzz+eBpXLpzUFzzN3oAMeSuXJk2GHAwTnerIy9wuvyvhX4IbLplkcb/3/soF51/Ml2ZCTvlHr3c5sPqmO8nf7cEsnQEAo78BVa8jUXuBq9GTRIG/ZN6q0JbVcQWbOgMVWnj3/n7juUYHOB3d39wpr8+5r61YH8IvBWL3kkzMweARYNp4CLjrPPot2A4939mAbw6ci5tngF75HoNNB8hWJ/x90PN7PPAJ+qwnvQbkkG8DzqHwon2s9MGMfHIedCmQzNRY8iLF+C7YkefXoETbxz0HjdIqR9O3K07ZWAf9vdf1xT90k5TidrvevIzD6CDOAl0WQ+hR4Z3+4+28zmR86s89z9lDGqFjB5+7sf6x2bm5vG2yhf37XZoNMgt+kgl30ejaZB7c9+dMq322bjuemWQmb2LHCAu58Zfr8D2UJ7IcfYRsjBUbSXMptnceT0uBU4F/iru/8npLUIekR7ZXTVfxhrGo9gdXZgO/Vq2o6szDul3v3c5pF26VfHeDtpTwc+ALwXhXg8ipZ8fRt4VfhukDbsx11vDTJF2rROH/8XuMfd1y7Bvg28yt3/Z6zr0yvqVwfyXOT8mlb4+8LAFej491H03zWAM1HcnO3QQHsCuNzds1hJmNlqBXx5tPv1UjSwvuDu/5vSfpOdzOxg9DJmaZvW4Sm8qWkX6hAL5xAbx0sD21XI0HPATHdfrAT7Knq99iGk5P6KxmnmnD4K+CRyWHeL7+Hum5TVu6It+rI/U/OeR+1Rj43v7HHHjvskdazMo3IaT/ktlKM4N8fm7lS867l/UHXiPCqneW3WHfXrOJ/Xn/OoKTKzR4EPu/tZZvY24CJgfXf/m+nW3xnArlTYRCGNRZADbbq7z24XaxpvA6u09VL4U520Tda7aTylzQfRMd4Gb1S+3D07bT6PJjlFxsuT6NDpohNxLPWNA9nMDgdOaPPze1Hw8367BrC9uz/VQZ13QaEI/oWuWLwGvQj/Xnc/q/DtRshZmIUE2Aqd8DwOKf/UxfOo9IPDby8Ur/CQCmwauv5dxZuKd5r3p9CVk0eBG9ArqsNtWtfmwPN1/RHrr5S0S/ojFs6hbJwOBRxGxvEB7cROyf0+RPXVjbnAQV4fJmb/BPwUd182V9e6hVhjbZ6Sdi/6u4fy2WsZGk/5HYG7+6Oh/r0wvt+Irg+1K4P5Nl8Nhh80exxt0KxFm2MlpDcZ9XHtPDWe8lvW7mNFbZR9wunEdmyahsfxt4B3oHh3dwPHNaRvO5WhWpsllGdS6o5ubT0mz9w/1v1ZK0P94pTv9XoptV6xsnXYJz9AY/144DPohFt2RXp/tI5elRKbyMy2QjKzMa0TpVeg27MrVGHu/vc63lQ8lneu/KW2XizvGH8MS8l7orZ5k206nnmb2bkU5AvdUjwC6b2pSJf3/Yb9GOqtiWRXROeKQruMGi85fXwzemxv3xJsf+CEvC9k0Gj+8S5Ajs5Ci/QpwIfRad/7Ct/MAv6O4rtuSPVR+/eb2clN4WZ2EhpcSyBj8Z/A7cC+ZpaVdcuSOl5b+P0jyMg8CSnvPdHu8fGhPQAITrdzQj6/Rw7sLZDynwE8gJTar8xsSs7A/X5I/9fIiB3G84WoSD+jQ9CJ77tKsF2A9yBnZhlvKt5N3u9BD8Q9ik7R7lpo0yMCvo3r6tGUHH5fDRbjTU17BHU5Tl8EXoImvKIMLYautr2IZOdCtBGTp0y+vstoB3RGWdiLFHzB7Jc2xmmTbZ6SdlLePZTPJmSoV3hq3puEyXmEkWtmlQZwhlUYz1OAJ1HcqVvrZLCkzd+HridujB6ruRE9fNbWWJnE+rh2noq0W1Py+wMzW4lqis3dqTjUzP2m+PcTUSfGbJqMmhrHR4Y2fQTNl03o225kqNZmmcS6I4bXtdtkmPvHoz8rZShWrxQcrbNS2qzr9VIs7zG05XYBNkE3/K5GY+pJNO4zOiDU7RlG20vLIofJY+gR7ofRemF3tAGzUAX2BzM7BMUCbQKP5b0JOilaZQfW1asd/k7tyE7yTql337Z5G+3SdZum4ql5M1q+vktLvh9HoTHGRHc0qTMHfB5qMu/YmqVIdfr4GWTfl2G7oXj2A0t9cwI5T6YQFjt4SfzWfqFQxjqaUvK3YmPnA3hnj4Csj04trOPh+quZ3Qbc5e67m2ItPQ3cFn7+EjgcMDRIt3D31c0sW7AWjdgt3H31Ql3K0s9OjD4ALOWKOV3EDkSTz28qeFPxbvJ+Ek0i8wFHufva+TYF/g842nPxTnP4k4GnDIvxJqXtuavOvaA6GYrJl5mdjZzMW6MYPs+g05t/Rguj1YFnE/Bn3P3NIa/acWq6HtJIm0d4G+1v9MBDZb0L/VEnn03I0HjKbx7/NDJiH0Mnh/NG7lK0DOAitjgyLE4r4J9FRtVUYBN39yoZLGnzZ4Avu/uxoWxHoQc72h0rvervQevP2DxVJ99Nye8txB/WKNJQD/Hsm6q5/2Y0TieaTozZNE2O42dobQDti+T3Rnqvb7uRoZjNMll1R4qtNxnm/rHuz1oZasOW6xqndRCi2zbrer0UyztWrw76s50+ycb5wsjhc5e7Px3S3hy4CtncZzLaJroD2UxvdPfncmVaBG0IvAi8pAS7Dp3Me7CCNxWP5f0UsDnVCPuv3wAAIABJREFUtl5dvWL83diRneSdUu9+bvO6dklt0xQ8Ne9sXTAsX7QeO90Ghb24H/giY6A7mtSZPdRbE82uqJ0rKKEKfTwl9MMjaGyVYfe7+71laQ4C9dMJ5GFy96nxr8ad1ozgq5b87cHC7/egEATX5P52L1pcLoeUF8DaKOg7tBadL0PG83Tgpe4+ZPb/2TvvcFuKKu3/zgUuOScVRBFlqaiIAQPgBTGAShBESQoMjoyOoiIqnwEEJRhQUVAERRBQBjNKlihDchQZYHCBklQERcnxcu/5/ljd9/Tu01XVu6t7d+/wPg8P9+y3q6prVa1Vq1ZVV8kXgV1E5DmYo3qAJp9m5HntDVgW5Z9ijcxvee4f2G7SHzTEVyl7JWw3ylLYAAq9Ml0t4bNI+ZU9XChtbN61BpB9OlRCvz4CXIHtqv8VJttPYn1qbexm22Mi+C0yZXn7Kc3KPCbv2LLr0s8mdKguPrbstbAJa94BPgAblB8Gnl3AXYZdUHB9Nq2IHI71zYMwB3An3DpYJPN7Mu+2Nv31lXG1x6Fxqg39ncZW/6+hGKGxO5YH/9j/bGw3zKjZxJBPk6KpfnxmMlFK9Xcn6re3VXQo5LOMq+0I8T65jcPY30Z7OnUoVK8YHpuAfzRCZpXnS6GyQ/Wqw7aIXcL6XOCZyb/JcI8Cfwbeh905UuQvXYZ9gfjeLJe876MiMheY7+C+CRwHfLIhPlT2N8j5cn3UK5S+bz+yz7Jj6t1lmfvkEivTGL5q2fdju/d/LCL5owpegn11uKKqXpo8PxDbEcPHlt3xcajJsr1jharenLfBWYjIJtgCzC3AIzkutdUXpH1pmNHJADLMOm/lmcx8Ep/duZMiHxDL7w6O4YuCba7dx9Oqmsr0dscziyB23MUD2IU6iMgK2FEDAMsnf4Otkr0S+4QgReo8vwLrrFBtIkfy3Ety+ad4iMyRAzlsiK1iutLG8lXLXgrbJfFAXqbJ/1cWkXSS/2CGz3Mw09dCaaPyTt7zPmb37SxC/TiLaazPpDq0FrC5Fp8blOfOx+R6MHY8xgKsn/0aeLuq/k5ErojhM+8Z6qcAS2V0AbrRnrFlrwbcl9YrWZnM1rusfjalQ3XwsWVPAd+o0/nGdOi7wMEeewtmc/PvNjd5ZmPMbvfTV+pq72Frz9A4BW79hub092GScTdFujuA8Ngdy4fG/pXI9JUEtzH8NjHk06Roqh/fk+Hvpxl7W1WHfD7LuNqOMrxLbjD6Y38b7enToTaD8iGZxcyXYhcj6rAtn0n+P5X5dx5TwM89PtHxWJ9xYUnH7w8lebvSxvKhspfA7QeG6hVKHxvEDZUdU+8uy3xYA+OuecGnkv8/ldn6NQW8B9hTRA5V1c8yHAv2g7Jbo+ZXhMaKm3HbYJh911QRnsj0paFFV4+wyJ63chWwO3A6Nul4Mzb5uziT5DVYwz4DC6p9LZdlDD8P6wQufiHwAuD12Fkn78M65upYJzxXVc9N6jUXu3U95d9BcRAwHySfSv77KHAqM7uZDgE+CPwY22q/HHZmyxuBc7HzXNJVjgdz/FWZ/PcHDsCCjWn+rwGWwc7KnQt8vID7L+AmLAhZlDaWr1I2zFwmN52R41Tm9yyyCxNFnx4vLJk2Nm9yzxxV8HyoH2f74oIkv1SHdsM+wbhcRC5j5tygPHc6cJeq7ltQfu0QO05jB+DCzM/5flxkpNpuzzrKzur+ylTTzyZ0qE39zfLLAe9U1dPyghQ7J3aOqs5yHkRkZ2xVeZds2qSvTTPTPr5FySnMnqfvdmfm+axt6aev1NHew9aeEB6nXPrdtP7msQ/lx+5Y3jf2TxVwT2f4bWLIp2myH9+Z/PtGbAHpx9ilJnXb2yo6BGGfZRxtR4yvNw5j/6DbM6RDoTlHDE+OI5FlWZlB9flSqOy65lq+NlkNk/lPknfPYhlsh+AFWN/aXVW/n30g8Ym+D/xQVd+RS4+I3AMsrqorFXA/wM4L/YUjbSwfKvsd2KVlRX5gqF6h9H37kX2WHVPvLsvcJ5dYmcbwlcoWkRWxeeg3sGPzsrgXO05vE0yf3wOczWBsR5M2c1xjRLFzlquwc7BTPEgv1sS+Inw/M/0lDVCntvojWCzznXlbPUzoagA5dE7UR1V1/eTZpYHDsEvDrgP2zu5wbJLPcTdhKxdPwc4vfJCZC8V+hU2UzsC2x6f86gl/C3Zm1XyHSKaAbYEXY4HBxeh1Uhfmnq0yeT4J+6Q2zX9BksdvsEDjbg5uK+DLnrSxfL9lp0Gdv2Ln1jyeq+e83N+XeLgQf0nu75i8e6CqB2f/rtBPlwWuc+hQ6Nygj2M7kv+Syf8NWND5IuxoiqWq8qp6Seb3NKiXR9pP85Oxg3N/t9WesWUflOPyQYM8fPpZtw61qb9ZfnHgT3U53yKSyvxtmO395mwxL8IUZquz7+azLaG+Umd7D1N7hsYpn343rb8pVsUuSVyR8mN3LO8b+/N9BXoXK4bVJmZR5NM02Y/zX9vF+EN161DIZxlX2xHj643L2D/I9gzpUJtB+TzyMouZL8UuRoTerZ82eaOq3j8rR0BErgLWA1RVN8lxP8ACYGsn5R+DneW6FvYl4rsz75bn9s68cxN8qOw7gKs9gVJfvULpY4O4obJj6t1lmQ9rYDyU9waq+qLc79k5aqrrZfW/6wuZvrzz6Mo41HTZobGiB6q6WIGs0nOOLwcWFthjJzdM6GoA+TFsFfVHIrIsNuFKA1zbA99X1WWSoNSxWND2c8DnVXVBJp/G+AJuHrbl/V2qekbyzDLY6sMXsN3TK3r4Y0O7PkXkldiqxZrYgd23Y4HrokYsO5EDLGCZy/9+7MiBX6rqQh9X8G618rF5Dzuq9FNsl75Lh57AjltZ0qFfPwa+rar7JPnviF04AGZQb8ECwVX5HVX15wlXFCxxIh9YH1ZUqXebOtRG2dg5XifTjPP9flX1BZApU++yqLu9h6g9Q+PUrHr3I6c6ICLnEjd2x/I9Y/842cQB9uOtsQBjqb4Ya29DfD92ZYxtx0j6ekPcniEdajMo34MCmcXMl2IXI0LvVks/Fzt+7mTsy6lXU+DzYAuXn8ICJVkchR2hV8ip6n5i5342wvvKxi6VdfmBZerlSx/tR/rKjql3x2U+rIHxvucFOXv9GmzR4PDMb11dsB+o3Rohv6K2OYuIfAr4mKqu0A83LOhqAPkW4DRV/URBgOsgTNnPw462uBzbjamZ9Ktgh6XXzrs4EXkYOFBVjyyoz+HYrs6Pevi9VDX/6UT+uWWx3aKbqerlvmcnKIeQTH18TNo+8j4P+wyi337q06F/AXNVdTmHfh1E5vMlEbkR+CO2yvdV7Abu3SL456nqq/LyqANdbc/YsscVTTrfJcqu3CaxfWWCYjShv+nYjS3C9fAlx+5YvtGxf1ht4gTFmMisGrrazyftOUFdEJFfAVsy+wikRT6PiDwdeAMWLLkX+JUmF2b5uKb5ABf05aqmpwY/sql6N83HyHwYA+Ox8wIR+STwKVVd2vfcBBOAv7+MQl/q6iV63wEOSgJdpya/zRHbafkxbCv59sC+wDGquigKnqzCfhlYum4+kPYB7HbFIvxP8n8f/4H8jyLyH9hZKWtjAbgvUPxZQhBFTmou/z8Bz2cmkJgv+7Oqenomv8b42LwrICRTHx+T1se/A/vM4jVU6Mf4dWhp7EKw/Qu4D2GfWad9/s3YmT07qeoDIvIzbAU3ht8xIBMnSk62utiefZft088CvlYd6or+quohIvJd3E6ukwulLUKBzCvZ2wR99YWJPa5Fv6voX3bszvNlxu5YftbY70Bh3YbJJoZ8mqb7uQ8x9jbEN+2zjKrtGLCvNxRjf5vt2Q8GHZQP6e+g3r3fuVYBH9PPF0/SH4HD51HVP2Pzg1nwcU3zAS7oy8Wkj/Ujm6p303yMzJqUaZtlB/B67EI1J5pcTBz0QmZXx6GujHEuuWXg6y/BvtR1dDWAfDh2ltMXmPlU4CJm3vdX2G7LO9IEIrIOtoNoK+xw8H3q4kNpE5yCHcJe1AnnYZ/1+/iLsj+IyHbYge63AL/AttWfWJC2H2Qnavn8X5DwW4rI6gVl/0BEplT1vxzvVguPBS8r5x0pn9aR62tgx1D81MG7+iK4dSh7bpCLuxv4hIgsju3MO19Vr0+eW53kcrEIftHxGxURE9QbCvj0E7i8SR3qmv426XxnEZJ5mTyqYmKPezBo/U7H7jMLuDJjdyx/UcHv/aLzNjHk0zTZj0N9McbexupQNWmWe/dhth2j7uu50NX2rCjzgQTlGxq7a1kQiLUtZV5URJ4FfBLYDDhEVb8jIvsCSwBbi8jWuSSvcWR1qYfPXsYVw4fKzmNaVb+e+nKBegXTFz1Q1o8sUXZMvTsrc8czQxkYL8PnkdevEkk6sWAfU3ZXxyG66VfkF4Cd/aVCX+osOhlAVjuX5N9E5DjsXJItgZdiUf4PqOr3ss+LyAeBz2Lnc+2hqifXxbs4Eek5aB2bHB4tIqdi5+ssj924uEVSh0OB3TL8XdjNjtthOzL3zuX3EeAy4HWq+kSiON8HdvZLrzTy+S8LPAT8J3b2S77sk7GA43853q0u/vbIvIcWub72HuA4LJhbxM/qx1kU6FDRuUHHFHHYDaIXY3K9D9vtn2IHLMi8bgT/25IiGWf49POzBXydOtSK/orImh55xDrfeUyr6tdzv4Vk3iQm9nhwWE9EHsr8fTpwNDMTis1FZD3cY3dobI8d+0cVIZ+myX4c6osx9jZWh2IxqrZjGG1LHehqe3ZZ5m2O3SHE2hZE5F5mn8e5ZPL/ucx8jv9/wP1JoPOrnndyBZF28PA7ZP4dw4fKnoVEJil89Qqlj/UjQ2XH1LvLMh/WwHjZecERzOhX/hLbZbBFgylsk8FhjjJHDV0dh1r3Kwrs8RRwjog8Cayc+X0+8MEkdgMj1pc6GUBOoapXAleKnRUyjX3uub3YRV9ZvDX5/2PAESLy1hr5PHcEcFXm9zxejk2I8jdcHpXUIeVTpEb6THrP5HkucICqPgGgqtMi8tUk7dqOsvtBT/4JprEdoktgZzZmy/4isIuIPMfxbrXw2MS6ctla7jOUruIrWBv8BtgG6xuHiR1DAeF+nMW0qu6Y6lDRAx7upmSVbAPgZlV9ABY5FJ/HLh64K5KfwA+nfjatQzF8TNk0O+HJYxrIB5C9Mm/Ytkzs8eBwErMn41PY2DyFBXyzyI/dobE9duwfVYR8msb6cYm+WNnexupQDToykrYjxHfUttSBTrZnx2Xe5tgdQpRtSd7958wes/bM/T2NfWL+Zcd7TAPPSv69luOZv3r4v2b+HcOHyr61gPP5htl6hdI34Udmy46pd5dlPqyB8bLtmT43zewvxeZjFyFfqKqXOMobRXRyHKIbfkXWHi+O3UN1KfAP7ALTR7A+c3cu3Uj1pU4HkDO4g9mGOosnk/+nkf+NauTzXMrfU/Ae08BHk39vUsD/d8FvLqwG3Jn7LQ28rdhHPv3kD2ZIVy7gbku4VR1p6+Jjy+6qg1sG2X6eDmjrM7MiGurHWfR1O6bYxQIu7lEs+HELZhir8H8GLlBV367QCWbg08+mdagt/d0BuIZixDrfZRCSeZO2ZWKPB4dDsXPP8pgLfAv7rC3v+GXH7tDYHjv2jypCPk2T/TjUF2PsbawOxerIqNqOYbQtdaCr7dllmbc5docQa1tuVtU984lF5DP9voiq3p7883bvg83y3rQism4g71nI1CuUvnY/Mls2EfVumI+V+bAGxmPbc5zR1XGodb8ia4+Tndm7AYfpmF2C25kAsogspHzQa1pVO/PuDpxUQx5LicgKmb+XSf+f+510l2dE/svkuJVFJGt807ZZvoB/EFi2Jj6q7Jrk0gpU9ZnpvxOj9CDwtrJGKa9DIpI9azi/Kw56b2rO80U79Ip+L8sDPCEih6pq258UDgtc+tmoDkXyMWU/jF1osQgZ/Y11rsvCKfMB2JaJPR4Mzi6yqYnN/Rbw+YDNDY3tdYz9owqnT5P8v6l+XKYvVrW3UTo08eUaa89hRhfbs+syb3PsDqGybXG9e5VAl4jMBd4FbIjtJLwTOFdVz/VxobSxfChtTL1yj9buRzZZ7w7JfCgD4yX4Cfzo4jjUaNkdGCuGBlPT031tVGwMYp8y+l5mIXaI9+uBJ1V17kBerE+IyLbYztC1gSNU9U/98MkzS2PBlCJ5TBX9rqreT2AzAcn0Bs2igP2c5Leizz4WZsrOBxvTQGQdfGzZPUjlksh0ReBfuU8yEJFnYIGrZRz8+sCjwN0V0sbm/bf87y4EdGhewq0KPAOT29cy/OLY529bYDudV89wy2B99v3AG7HzmX/UJ78+dvbQm4F3qur3y9Qpj0w/fi3wB7rXnrW0d0A/m9ahzugvsDQNOd8pMrbhTsc7OG1LpF0p294j0559jFM+/W5Ef5OxeXOsPQ/rd+yucez39adZ48EQ2cT78OtXk/3Y2xcj7W2sDhW+V9m+MMK2owlfb9jH/jbbsy97np9zNMljZ1r69Lf0e8e+W59zrbpl7gsYrg+cB6yDHYP3ILYbD+yiwXWApxdwv8K+rD3DkTaWD5X9VmxOUqVeZdLHBGFDZcfUu7MyLyGXzgbGYxcrQqjTdtSZd79ld3gcasWvcCEk81FGZwLILiSTrrnAO4G3YFvNv459Lg+wcUGyqzP/juGLuHz6FKsCnwaeiRnexYDNEkW8AbttfDfgRQ7+q9jB5Icn5c7BOvYtwLkUH5mxCKp6MPQVKH0fsCCXzYrYIembFhRxSebf8zxcLJ/n+i07j4uZkekUJvsLgI+o6o0iMs/FA2tUTVsh74XAtcAJwF8K6hHqx7Ogqmek/076xWHAB4DrgL1V9XchLguxM4wvBxaq6qzPtGP53LOF/TiR6Zexwb8z7RlbdkG9ffq5gGZ1qCv6uyqwLc0432/Fjl3Jtsk0Je0ttgjzXCr2lTSTku09MvY4NE759Jvm9PcL2PjrGptPxD92x/L5sb+wv4yATQz5NE3241lQ1YNrsrehskM6lMfFTGxHGT6Pi+lGP29y7G+zPWchp0NNBN3LBuX/Hb/+znrvJP0gNpbE2pbCd8+jRDBzDubzvCudG4jIMtiGjy9j53PuVMB9ATu3c0VH2lg+VPZp2GVoVeoVSh/rR4bKjql3l2U+rIHx4LxAVWcdw1iEAdmONhYyRz1GVOucJeEKN3eMOoYhgJyuLIB790oe0zXxRVzoPTbDgnD3MrOS81Hg/2HGajcHvyfwHOwQ7h9ixv9p2C3tywGvUFV1vE86iazsALvyHWaIyKbAhbhl+l7sc+MifkXsluMqaavkfUTm1av081mczuzIeQNwLPAU4HPYJ9oLQlwRRORTwMdUdYWGeN9EbFW62Z6xZb8Ck/9Y6WcIInIuJpsmnO+fA9tRwd5G2pWxbu8I/W5Sf9dIfn8H1cbuWH5P/GP/+zFnfpRsYtCnaRJd9YdK2JaxtR0+BOQ2GfsbQJNB97qC8k28e6jstmxLwF/6QvIuB6jqkQVpnwAeK/LLReRw4OPYxVVFaWP5UNn7YQGvKvUKpY/1I0Nlx9S7yzIf1sB4KO9jVXXfvExy8mnNdoyi3eo6JnJxo7MBZBFZBduZsztwPabcfy54dMOC366tiS/i8ulTnAV8XVUPkNmfAmwP/BTb2XmCg/8hNrncRFUfTTNNVj0uA25R1Z2KXibjPC+B3SD6O2qeyCXv/ADJzqmyXNN8gLsAm2C/MMtnZLo2dqB+kczvxlbfnuZoD1/avvNOjNRc4Gjsk5rP5MQQ6sdFuI4ZHboc63+alLeKi/NBRD4JfEpVl66bLzF5vhGbjNUi8z7S1t7eubT3Yyu6jehniO+w/j6MLWp8Ls/X4HzvB9xANXt7AXaRw+uBvzOzm7RsX2m0vTvcnqFxyqffTervQ8DvVPXlFcfuWN439l+DHf/zN0bLJnp1LHmukX6a6Yf3YMG7Y7FJ50DsbeDdQj7LWNqOEml9chvbsb9FHWo1KO+TWeR8KXYxojHbkvhLB3p8no8Bu6jq6QX8vcDSqrpUAbdjUpedHWlj+VDZPwL2r1ivUPpYPzJUdky9uyzzYQ2Mh/LeS1Wfkucyz3R1U1qn7dYQ+xWhsaK1TRBdQCcvohOR3bCVpKWBfYFjVNUV6Q591hbDh9IugojMx84fLEL6icRCD7848I2skwmgqo+KyDfp3aGax8HA/2GfyB6VcZ4PwJzUr2JB+LyDm/KfA5wTuQxcO7JDXNO8i9sYGzCOzv6YkelxwCcdMp8LzPe0hy9t33mr6iUAIvJF7HzMfN8r3ReTfHbDDN4sHepTv/J4PXaMTBP8wfj76cuA99Yl8z7S1t7eubTfCNS7Dv0M8V3U3wew41yK+Iex/luE/0n+X7TgmPJzqW5vNwY+jH0Ct+jd+ugrg2jvLrZnaJzy6XeT+vs4dhxJEcqM3bG8b+yfTtI+e8RsYkjHUjTRT9Nx5vXYhOkUtWD+IO2tiw/5LONqO0K8T27jPva3oUOhOUcMfzc2/rtsYkhmMfOlUNmDmGu5+Afw+zwLgB2weUEet2ALAUWYl/CutLF8qOzHqV6vUPpYPzJUdky9uyxzPHysTGP42LI/4OBShOaoTdqOJm3muMaIQnxorCgrl5FEpwLIIrIOtpK9FXZG3j6qeofj2WcCa2HnCfZAVS9tkgfuKOCuAQ4TkQuBfya/TYvIksA+mJN1oIdfiO2EKsJD9N5AmUdMoLTsRG4YMQczmkV4CDMaLpmDrdhVSRub96K2rtBP18A+V3kFOR3qR7/yEJFnAZ/Ejmg5pG4+wcbAhz399Hiak3lMe8aWvQTVg5mjjFOwM5CLEOt8L6C6vZ0TSBvqK+Pa3qFxyqff0Jz+/i+wcWIfq4zdsbxv7H8mdmb8qNnEkI41iewC0CJ0RP9CPsu42o4QfHKDydhfN0I61GZQPiSzNjeWNNmep5DxeUTkRRluB+BKYF0RORW4FNs9vgx2cfbTgX8l3EnA8hnuzcChwG418aGy78J2922H7fT7RR/1CqbPoS8/skTZMfXurMxDcomRac18bNkXOdKmCM1Ru7pg32W71WWExopxlQvQoQCyiHwQ+Cy28rWHqp7seO452Bb7F3ryuq5BPr0IxsXdgB3GPo0FzJ6LfeK2M3CMh/8DdrHTaQX5bgfc7Hpf4gKlbU7kmsb1wDYObjvsjCeXzB/CrR+htLF531yxn0+ROS9cVbfOPOvVL7FPmly7kJdhZhI0H/hgkl8//BLJu52JXdhXhFBgbprmZB7TnrFlTzOe+tmDnHMO5uR9A+s324nIU6nufOcd5D9S3d5en6T9hSNtqK+Ma3uHximffjepv+ln5lXH7ljeN/YvgX0eX4RhtokhHWsSoXGmTf0L+SzjajtC8MltMvbXj9hF1IFswHCgzY0ldbbneiKSLet04OiMz3MO1r/SeUF6n9DLgV0L8lsdOy5pZ0xGWRyV5PXyGvhQ2SnSucwOwP+UrFcofWwQN1R2TL27LPNhDYz3Oy/Yu0BOWcTYPejuQua4xohCCI0V4yoXoEMBZOArmLH7DfBWEXmr47lXAythZw+9Afts5yfAWzBD+TC2I7MJfnvsAO1DHGm/gH1S+mZsQvoK4NfA21X1dyJyBbYlfhYPPA84WUQewSab6S7n9yb8+z2yiwmUtjmRaxpfA07GjONzReSP9Mr0JGBPh8xXARCR7xZwobSxeb8/efen0V8/3RHToceA60TkJxlZpPr0GHCEiBwBXJXhH6A3gJxdiZ2PrcTdiQVb8ijD/w24UGcfzZFFGphz9dO/ADs1JPOY9owt+/ZAvUdVP/P4PbMXMVKH9mMFz/fjfOfzeyqwfkV7m9qV9MbdlUVkI8r3lXFt79A45dPvJvX3LdhFd8+iwtgdy+Mf+xfDdjBXkVmXbWJIx5pEaAGoTf0L+SzjajtC8MltMvbXj9hF1EY3YPhenHY3ltTZnidR7C9lfZ5FG0qSf++V/L2JI8//9vD/nfl3DB8q+7u539M6lalXKH1sEDdUdky9uyzzYQ2M9zsvOJPir85ThOaoXV2w75LdGiaExopxlQvQrQDyHZhiPyvw3OrAv1T1SBFZAniuqv4A+IGIfBu7FOwDqnp8A/xjwJWZsg/CdnSenbz7i1T1P9IXFZG/A48AzxeRP6vq3cAiPoffich6wKeAd+W4o1T1mx6ZxARK25zINQpVPVVEnovJ9PgcfZSq7icit1Es868C9zm4UNrYvL8pIocCH++nnzKjQ6slf6+RyffJ5P8rZ37bKPPv7K76aVXNOkWDwtcIL6KsTjMyj2nPqLKB35ao9zigqM/NBb6FTVSLFifKOt9FeAYV7G1iV1JbPQWckUvr7SuMb3uHximfftetv3OYmXx/S1W/kE0QGrtj+Rx8Y//ZwFaBxcZhtIkhn6ZJhBaAWtO/kM/C+NoOLwJym4z99SN2EbXpDRhl3r2NjSV1tueh2JdUpaGqJyX/PMn7YLO8N62IBLKejUy9Quljg7jesomod8N8rMyHNTBeZV7gQ2iO2tUF+y7ZrWFCmTnL2KIzAWRVfWaZ55KJ2XuSP/9I7xmZZwH/xsyOnbr5x7GVq5R7DNuVvCs2GZ0WkfuxSd+V2LnIKb9QRH6fcGdjgeieozBU9ZBEwV+PneNzL/ArVfWuckQGStucyA0CR2CfCx+B7drtkWlI5j4ulDYmbyzg21c/TXVIRHYAjlfVdeNEN1jkAnPOftqUzGPbM6bsiMWjkUHOEQcW3ZD7LeDzWnCDbgYh57oQVext8q6HiMhp2PEDxwPX0l9fGLv2LjFOBfW7Rv08AFgHW6D4dxF5OZmxmcDYHcv3M/aLyIGMqE1sAyUWgNrWP6/PMo62oyRCcpuM/TUhdhG16Q0YJd69rY0ldbbn2QGfqBAisi22eWRt7MLuP5XhmuZDaWPqlUFskLZS2SNnnqf8AAAgAElEQVQg86EMjJfg+0KJOWpXF+y7ZLeGBmXnLOOKqelp17Gn3YSIXAT8RlU/Jnbpzc3A81X1TyLyJWBf4KsN8XcAq6nqMhnuRcCamNP6MiyQvDhwP3ABcB52Rs9G2Dk8Gyf8FHbr57HYuUqfA45U1RsC9V8aWBHbhf1Ejnsldibu6hRM1ETk6QQmcoH818c+dbi7gHtGkucyjrSxfJmy78AOuP9u8vsJwJHY5xt/w3YwflBVv5flVfUGsTOAC7nk78p8KG0Raujne6jq6q78u4xMPz0G+C/g0CSQUpvMu9beuXpX1c86dKhN/XWl3RvbLfxUqjvfn8AuifhS8nupNkmevRc4ENup+kSurZ+BHb3RRnsPa3um49TXcOh30/qb/LYE8CrgdfSOzaGxO5bve+wfdpvoqlfyXIxNq8wnMt0ZWAprp7rtbRkduhqPz5JPk3v3cbQdZXw9rz0e0bG/lfYM6VCoXjF8DTKrPF+KrVeJdyvTJoX2weUTicjawC+xOeuT2Kf6m6nq5SKiwNJJmjx3A3AisJsjbSwfKvural9aVqlXML1PZpEyja13Z2VeRm4xaWP52LxDaNJutWkzh3UcGkDZ3rFiXNGJHciJMpfFVcDOInKYqt4hdrP5tSLyN+z4i4uBrRvi1wLuF5GVMtxvseDkszCDvS92m+eW2KTxm9iE8XpV3VBsR9084MeYkh6X8HOAH2AX7RTJaB5wODYJXQx4UkTOBz4CfBRzUq8Ersw4sanRyDqxJ5TIfyrJ/4Ik/zVcnKre6Esby/dZ9mLAcSKyU5J2T+AHqnp+UscFmIFIsWdG5j6OSD6UtgjHAAf10U+vB65P2n5N4MKMXm3sKONqV+GqeoaLqwuBydYJIvIFbLdeaqj3pD6Zt9beoXpTgAHqUJv6m0/7ILOd8+8Cf3I4wClX5DwvkbwLCf88AjqYebeVsM+Nv5S821ZpWlW9PWBXam/vGJm2YI9949ThuPW7af1FVedjl7Bcmsg8HZtDY3cs7xz7R9gmzkKT/TTHvwpb2J+f8I8CByYy/eKg341eHQr5LONqOyr7eiF7zAiN/QyuPb06FJpzxPAicmSkzCrPl0Jl1z3XKtMmAKp6e0G+RcHMrE/0OHaE3WuA67BASIongGc6uBOxOwIebIgPlf0+EfnPivUKpe/Xj+y37Jh6d1nmPrnEyjSGjy37q6q6aKdpCX+sMdvRpM2s224xWn6Fc6wokss4oxMBZOBnzBxIXwbTqnpf8u93YJ+tbYAdAH64qj6SebZJ3sWdJSLXYk7jNsCbgBcAqOrDCf9L7FiCu7HJJMD+IrJLQX3XALbGbgw9Gvh3LJD+IuAKYAXiJnKbAudjRyIcjQXEn4ZdynY1dntnEXeFiLwX+0ykCb7fsjdLZLI5tgslL9N7ga+LyMexi92mMnwR910ROa9E2ti885hW1b2BH2V+C/XT9Dzjpyb/3zL5D9x65fr8YBr/RQJ1IdRPzwSOFJEtMUcIutGesWUvDewjIpsnf+9Fdf2sW4fa1N8ePklf14TnPuADIrIu9nlzvj3zWAO7nPIfwI3As7Fdb/OStAf20VfqbO9has/QOOXT76b1N4/U5pYZu2N539hf1Feeio3/IZmF6t2mTcwj79M02Y8fw44O+XPCr4UFWpqwt/3qUMhnGVfbEePrjcvYP8j2DOlQZzZgFMgsZr5U96JZrG15hapqUd7YFz2+YObhwHtU9TKxxcws1gPmO7ibk3z3b4gPlb1BIocq9Qqljw3ihsqOqXeXZT6sgfFQ3u+m96iCJu1WmzZzXGNEsXOWCTLoxBEWYisAfUFVL2niXapCbFv/5ljQ4Q3YJWZgwYdzsE9ayfFT2CrYQmyH3CPMXHaWxXLJs8ur6qMichLwtiTfecCq2Oeyf02e3wwzon/BnNjn5Pg8tsImcpuo6qO5Ot2NGZunFXCXYSt9f3WkjeX7KltEVgS+gn2C8VQsCPpQTqbLYLImkWmWz3NggacyaWPzzmJaVVdxcIUI6NCGjt+vdSUYhH5l+vFZ2KC+JzZIpf10CeAVmMFfIvnvYbrRnjFlL4OdvTofC9bPpbp+1qpDNfOxZb8I2EdVT0ic3AeBTdU+s3sEWKiqyxVw2wM/BfbOpT0ryXMVYFlmt2cWy2EO5iZY+3wFO+pgeWxH8pNJ+hShvlBXew9Ne5YYp0L63bT+ZrE48G3Kj92xvGvsL+orT2IXecBw28Qsenya9Mcm+jF2VEg6zjyCnfF3d/J3EWLsbV86VMJnGUvbEeJLym3Ux/6BtSdhHQrNOWL4Iu6vCR+UWeR8KVR2nXOtMm1yi6ruVJSxiDwAfMjhL20P/AT4N1U90eFPzVHVpQq4NKi2lyNtLF+m7LwvV7ZeofRV/Mh+y46pd1dl7pNLrExj+NiyT8jOvUvMUZu0HU3azLGMEYX4EmNFHunGk7FEJ3Yg+4JVIvJi4ElVvT75e53s/4HnY47bTcnfTwPuzGQRwxdxZPgNsJWszbDzj+cyc/7hV7DV+hdjk8b/xFZKsvw5qvqXpD4LgR1VdZZTJCIPYue9pQqwL6Y0r8N2NAC8ml4HdyF2bigOPouVsM/RHs3+mCjUXGylsoj7JvYZ7icb4vsqW1Xvxy6XIzMIFso0ecYn84XAVlXSVsnb1c8zCPXjW/PlqOodyT87tdiSQbYfL49NqIr66fzkv5XoYHv2W3Zm8pvWe3Gq62etOlQzX0fZCx0yAff4tVry/3zaw3IOsq89HwS+kbzboyR2JeEWAo+o6sqOtD19oeb2Hqb2LDNOQQn9rlt/RWQjZgK6r8bG5j0pP3bH8oVjv6OvPAa8tV+ZheTSsk3M+zRAM/1YRIrGmTWYLdMUMfa2Lx0K+SxjbDu8fD++3giP/QNrz5I6FJpzxPB5bi3K62/sfClUdl1zrTJtcoQj3/Q9XP7Sagl3oNhxeP9Mfp8WkSWxMWbpZN6R5/bBdui50sbyobLThdYq9Qqlh/79yH7Kjql3l2XukwvEyTSGjy17bu63MnPUJm1HkzZz7GJEJfiyc5YU08AkgNxFiMgzsfMJHxKRnZOfL6b30/s5yf8XZv5eWBNfxBX9TfJO09glewuS91+Y/HYjdtbeecAVKZ/DXtiOtyLMIbPbLec874xtsY9xgB+mdzddHks6fn+Imd0XTfCxZc/HLVPwy9zHxfJF3IVYgGHd5O/b6K+fF2GxRIfWovhIijtcnKpeGsg7Gtl+DKX66R50sz37KrtCvX362bQOtam/0zTnfN+Ivz17bG4Ox2Jt6kKT7Q1D0p4Vximfftetn7/FMzaHxu5Y3vVuY2QTffpVaz92yHS+ZwEoxt7G6lCPzzKutqMC7/P1RnXshwG1ZwUdGlhQvoDvkVmd86UaFiNibUv+uIEszsfv81yF7Tq8AfgVNj59EvsiZhlsh2URtzZ2UeIxDfGhsi+NqFcofawfGSo7pt5dlvmwBsZDeffcC1TBXnd1wb5JuwUj4lf0O1aMOzoZQBaR5wA/xG49nMI+d7wo88gU8OHk35tizuNVyd/z6N1xGcMXcdMkl+5gBvp52DkpDwN/wC74O09V/4Edzr4Vtnt0Dezys2dk+EVQ1ZMy9V+K3pWwG4GdsLNv89gO+wwhxgG+HluZKsr/Idz9ZDtsd54rbSwfW/YfVPVvUChTgJ+q6gMO/qfpPyqkrZL3ocCjIrJCQu1HbwA51I/zWE1Efo/pUBFCAehBnIGch7efBnQE2mvP2LLfS3X9bFqH2tTfmzDb2oTzvUXANtzoebeVsXPiqvaVmPYe5vb0jlMB/a5bf0/Bdhk8H7t0VOgdm0Njdyxftt7vpeDrkpJpQ3Jp0yaGfJom+/HVmF1xIcbexupQyGcZV9sR4+uN6tjfZnuGdGjQGzCyCOlvzHwptl6xtuVmT94fwc7tdPo8wC3AwcCbsZ12rwB+Dbwd+0y7kFPV34nIFU3xvrKBeyLr5Usf7Uf6yo6pd8dlPqyB8TLt6UOTdqtNmzmuMaKoOcu4oxNnIOchImcDLwU+j30C+gB21tBbgJdjW85/2N4b9kLsc9g3Jf+9Ivn5GuwclbOxVbGtPfyVmOH7PDapWjVXxFTy34mY8Ut3jr4X2z7/flX9ZvIuRU4qAQf47dhW/pMK8n938kwRt3fy+54N8bFlfwQ726dIpimO9fBT2EBaJW1U3qoaFcAN6ND22CcZhxRwndAvRz9dFvgU3WzPqLLT9q6gn03rUJv6+36sX6ZO7prYLv1fA5+j1wHu4RLneU1P2ptw21uYObvS9W6/xoKDlfpKRHsPdXsGxqmQfjelv+n4mu4O7mfsjuVDYz9g/WXEbGLIp2myHy/qiw3Y21gdCvosY2o7Yn29URz722zPkA6F5hy18BX1N3a+5Cs7Zq7V1xhahAKfZ3EsCHIc8K3s4qWI/B37MuYc4Nz8wmaTfChtTL1Kpo/xI71lx9S74zLvx7+u7JvH8rFl+2SSk8+gbUeTNnNcY0Sxc5ZFchtHdDWA/C/g46p6vIgcADxXVfdMuEuAKVV9TUG6A7BzbP6iql9tgD8duFdV93GkvRabEG6NGac3YBc23Q+cr6rvEJGVHfwDwDqYIfsNMzesp5iH7ULNBxaPAg4kMAEl7AAfjE1Ei/K/z8Wp6n4icmBTfEzZ2M6vXXHLdAdsh24R7+Ni+VBasCMsVo7ox58E9nPo0GPAf6vqlgXct7HzXfcteKdGISLLUS6o17X2jC17LnbGVCX9bFKHWtDfOdiugHOAPep0vnPPnoLfNpC8R9G734TtWK3aV6Lam+Fqz2za0Djl0++m9RfsFvsqY3cs7xv752IXhT2T0bKJ4PFpGu7H38DsTCP2NkaHCPssY2k7In29kR37aa89y+hQa0F5/DKLnS/FLkZE2ZbsDyV8onOxSxCXwb44/D22cHk2cJCHuzL5f1N8qOy7IurlTV9DkDZUdky9uyzzoQyM9xs496HEHBW6uWBfR9ldHIea9iuCY4VGbvYbZnQ1gPx34D2q+jMReRsWCHt1wv0DWEZVZ50FJSKfxjrCJ1T1yAb4+4AHVfXpjrTbqerLkr8Xxy7Xex+2s3NutqMV8EsBX/cF7kTk6dhk8inAvcCvVPXmEsGQ4ORZVQ925e8rO/RudfBV04rIP4FTXTL18TFpY/NOnrkDM3BV+/GBwE4OHbofW4RZoYDbATheVV2DSGMo0Y8/Dny7a+1ZQ9nBYGZIP5N8RkF/d8cudliamp1vVV2YKTOog653T8qK6SvR7T1E7dnPOOXU76b1N/dsv2N3LO8c+0fVJmaeGXg/xuxIo/Y2xEf4LGNpO0J8V/v5qLYnYR1qdQOGT2aR86Xohco6bEvmOW8wU1UXisgSwKuwI5u2ADbGdtHej9298kdsIePlOe4CLPB2D7BRQdpY3lf2E9jCytyK9fKlj/YjA2XH1LuzMg/IpcuB8dLzghBath1N2syxjBGF+LLjc/63cUEnz0DGzqd5NfAz7Kytl4rIeqr6J+z8yYcd6a7HjN8tDfHL4j6w+3rg4yLyAWx30bzk+Sewi//OFBFh5ub3PP8qkrOVReRe4IOq+r3k7xOAI1X1BuCEgrK3Bo72OKn7Zvmi/EVkA1W9QUSO9JWdSXtz3Xxs2QVVf5yZ86qL4ONj0sbmDfZpTUw/nsKtQ/czcyNtnns14cv5mkKoH+9DN9sztuyeevv0k4Z1qAP6e1iBc/4x4BNYvz2HXgc4y12AnY2fdZ4X8SJyAeY0npNvk35srojE9pXS7T0C7emsdx4B/W5UfwNjc2jsjuUXjf0FGAmbGNKvJvsxs/W3Nnsb4kM6VEGmY2E7avb1RmLsb7M9CehQHvk5R518P/OZ/HsnqPzu/b53rG0pKiMLVX2jz1/K+jyaXIwtIstiY9CWyfPbY/OF67GvYrLcN1NOVTcsSBvL+8peDfsK7B7srNJ+6+VMT01+pKfsmHp3UuYhucTItAa+rva8Ez8GZjvq5Ou0W2PmV3jbe9wxp+0XcOAYYGsRWUlV78BWza4VkZuxbeZ/cqR7Nhb8elFD/ENkLjYTkVVE5O1in/2fgE0Kj0rSnwrshp3R8lfgo8D/5fjtgFVUdWvs89ltk6wXYKtlKfYEnuZ4J+jfwfXlHyq7ST427zy+zYxM++Vj0sbmDfY5UUw/fhS3Dq0FPObgPgycEXi3phDqx11tz9iy+9HPED/0+quq81X1UlU9UFU3w5zcbbCLyZ4F7A98ELvEJ8uthznPP8K+BsmnXQ87x+vP2NiXbZN+bEtsXxlXexyj37XqZ3bsFpHbmT02h8buWN419ucxKjaxzX6cR532NsTX7bOMi+2oU26jMvZ3WYcGyferv02WHftu/b77LAT8pUU+j4hcmzz/sKqeBXwZOBr4BXYnygt8XChtLO/hVo+sV1H6WvzIMjIdMZn75BIr0xi+1vb0oKub0uouu6vj0KD9ijKb/cYWnTzCIg8RWQE703UDYHXs8qItVfXqzDPrAZdjW8zXbIi/DlgC2ERVrxaRBQm9EAssK7CLql6fpMnyVwBnAmemfK6OOwCfxg7xXhV4GfA/WCBwS+yzi987RLQRcJ2qvsshv0OAZ6a8iJwEvA04K6nvnsD52GR3M+y8xb8A87GLSf6KfRaDgz8veSaWjy07j3UwWd6B3Yb9rxz/KmArB/8q7OD46yukjc0brM3/jer9+DJV3THze1aHrgEOV9VHQtwgke+nBXxWR7rUnrFl7wo8UVI/oVkd6pL+Tqvq3ukfIrIW8EbM8XsTsLjOXEDk5Fw88L/MtNc7sc/csjY3K/MsngG8GLiMan2ln/YepfYMjVM+/a5bf7+T/D4N/AFr9y+VHbtj+T7qvSuwhqq+Np+uRNqQXAZpE0M+TZP9OI+NgOVU9TkQbW9DfEiH8gj5LONiO+r09UZl7G+zPfPo0aE8Svhylfk+5zNF6Gu+FPPeNdiWPHp8Ih8cPs9bmPkS5rnJozdix5Lchc0p8tw52C5OHGlj+VDZZ6tqmr7fepVKH+lH+sqOqXenZR6SS4xM6+Jj886jTrs1SL5muzVOfoV3rBh3DEUAOQuxi2guxxr+Iuyzhadh55c8hhmD7zXEP445gM9IuHWwC3A2SNK+SlU1864nA7/EDm6/L1Cv/LEBUwWPufJYPHnPsg7uY9gNky/GzhpdGngEW3kEW6FZIvce2bLz/EOZtLF8bNlZrERmx3gBpjx8WraPbyrvaexToph+3tMXhwElgiE/C2TRVnvGlj1NbzAzpJ/QrA51RX+nsZ2cTTjfPZfR5N43hevdVsq8XxFCfaXf9h6V9gyNUz79rlt/839P5yYW3rE7ls89GzoyaAr7KmTYbWLIp2myH2exBHbu9JnUY29DfEiHsgj5LONkO+ry9UZp7G+zPbPI61CbQfky+ptFv/OlmMWIOmxLFtOqukoRISJLA5sz2+f5BzZ3fUpSTvpZ/w2YLF6JHV23ZIY7B/tS68VJXnXzobLPUdW/VKxX2fQxfqSv7Jh6d13mwx4YD+XdEzjPY4gW7Ju2W+PiV4TGClS1rS+2W0cnAsgi8mLgyczunXUCSZYH9sLO8nk6tkLyK+DTagdfr4gpee088Hdf2ggZzPPQFwEf1YIL05K0ZSagIQf4jao6a1dMkvdWRVzTfA15+2QKsCHg+mRlw+T/Pt73uUtM3qjqJX3203Wws8HPTX57PJPd8zEDeVPyd/rJhvO8J7WjLQaKEv14GijciZegrfaMLfsiT77g0U9oXIcGqr8ishEzzl3dznfWQQ7Zhos89YqxK2nePoyqPY7R76b1F1W9xPt2DaHE2O/DsNrEMj5Nk/3Yh8r2tmTZMT7LONuOqnIbybG/A+0Zeu+2gvJl9NeHphfdKtuWgud9/tI52Kf501iA7CfYbrsrVHVBUlYhl3mXRvgSaSvXq0T6WD8yVHZMvbss82ENjJeeF4TQAdvR5oa4ro5DTZftQ8/Gk3FDVy7RuxBT6HWTv2/D35lJGm1/B3d/wjXCB7hK8E1eRWQv3J88gh0K70PIAX4jdjxHEfbycE3zUXmXCAj4+Ji0sXkD/fVTEfkXcL+q7gw9jgTMnHW+0PF3EdowiqF+HGrTttozqmwRCdXbp5/QoA5F8lXS/pYZJ/eLuB3gHg5mOc+z+CxCtiGxuYXvHmlXYtt72Nozixj9blp/W0Ng7B9Jm1jCp2myHzdpb0N8lM8yxrYjRm6jOva32Z6xc44mg/Ih/Y1599jFiFjbkofTXwIQkXRn4fOBNbCzYp8hIudh578Wcqr6jyb5Emkr1yuUPtaPLFF2TL27LHOnXGqQaWW+znlBCbRpO5q0mWMZIyrBB/3vcUZXdiD/J/Coqp6Q/P0hAgFkbOVoc2Bl4G7gPFVddI6JiEhTfChtH/VegK1+nB947o3AWaq6mIgshd002gNVfaDf8h1lOfMPld0k30fae4EdSHZ25OWSyhwLop6lvZ8tL2qPrMzLpI3NO/NcD9dHP90a+CdwoKr+NadDm2Ln/VyV/D0v4ZyHw6vqUS5ukAjpSFvtGVt25jkn56jvIHSodr6PtEdjt4k/BevP52I3JJ8HHIHJ+6nYjcrnpZyq/kNEvhPg+7a3mXd7mIxdyb578oy3r7jyDmEE2rOQz9TP2SZN62/mub7apA5U7Ytl0nbVJrrq1WY/Lnq33HsOQoe8PkvmXSa2o5d3ym3cxv4u61Cb6PJ71yHzkM+TeW4j7IzXNwGvSH6+BptH/xH7wnHrAu5s7HP2rR1pY3lX2YsDa2PnmleplzM9kX5kSZlWrXdnZe6TS6xMY/jYspmgL3R1HBrXMa5NdCKA3A9EZA5wLHY+y1SGmg8cAhzeIP9Z7KiAwrSqemifdVmIBQUfDTy6DLZieA9m3MEc10U7SGMnclidd8rkn8VUruw8fGlj+X7LnpPjb839vS52EyfYLttbC7jppFwXX5Q2Nu8US2NtvQQR/bjfvtgWSgRDUh0BCyp2pT3rKPuu5N9rROonAX6Y9Def9grqc75fhgWlQw5BqoPZd8vbFei/L9XV3sPUnqFxyqffTetviqXxtEkTCIz9aV95tOjdhtgmZlHk0+RRZz/u6Ycwuy9CbfY2xOd1qIzPMo62I8T75DYuY/8g29OrQ10KyhfUq/J8KXYxosS75eHlHfUOBTOvVNWFybMrY/7Rm7HP+lfBvgA+H/gPF6eq7/CljeUdZT8E3I4d31elXr70sUHcUjKtWO8uy3zYAuN9t2cWw7pgP2C7NWp+hXOsSNHGxpOuoZMBZBHZA1hZVb9awJ2Nbac/CjgJ+Bu2svQu4IPAD7HDwpvgP5S8hivtHqp6Sh/1TG9o/3vg0U2A1bEdo7/BDPtB2K64+ckz+UtZ+pk8r5n8+9eZ/FPsALzQwTXNV0l7EHbD5sPJM3/IpdmemYPQV6H3EqKUexw7J8nFF6WNzTvFGthZTp/AgsRV+/HxwB8cOnQ6cK+q7lPAHQBcq6pnF7xb7SixiLIuM+c5L0m9Mo9pzzrKztarqn5C/TpUFx+bN6p6cI3O965JtvMxm/ubfHkJ1sAulSDzbvvRa1eg17aU6St1tPewtWeZccql303rb4o1gFe2EEB2jf1pX1mAjd35/jKsNjGLIp8mi7r78X709kMovsgu1t6G+Ko+yzjajhDvk9s4jP2Dbs+QDrUZlE/hklnMfCl2MSL0blmU8okc+QPhYGbmucWBzYD3AW8B5qZjoI9rmndxsfVqMojbZL27LPMhC4z33Z6JbMrMUbu4YD8ouzWKfoVvrEgx8I0nXUNXA8h3AEdpwQUrIvIPAFVdvYA7DngncLKqvqcB/j5gvqfsl6jqy0pUMU1zK/AuVf114Ln7AVR1xcxvoeBzP5PnVwNfV9V9C8r+J3BqEdc0XyVtSKYpj60ynaiq6xalFbuUpZAvShubd+a5ecCJ2ATj0oh+vAfwCYcO3Qc8qKpPL+A+DWzXTz+OQYl+/AbsbK7FKAjytNWeNZSd1nsB8FLc54F69TPJq1YdqouPzbvg+Vjn+89YkOGVeT5XzjzsXP5j0neLsSsJX0t7D1t7xuh30/qbec5pj5uCrz/lZLYqs/vLUNrE3HOzfJocX2s/7mOxPsrehviKPstY2o4QH9ChkR/7B92eNcw5BrUBY5bMIt89djHC+25Z9OsT+VDkE2Hn36YXpc0DlgWeAC7GAij/cHBnYoE5V9pY3lu2qh4dUa9g+pggbqjsmHp3WebDHBgvm3fyTJu2o+mFzLGLEYX4Pn3FgW486Rq6coleHmsCtzi4lYAnHdz5wL8n/2+CXxb3xWPnA7s7uEL0MWF9GNhX7IyWs4APYJ+YHNBHQOOtjufmYbeRus7DfdzDNc33nTYk0xy/blamWU7tUhYnX8DdEJn3DTnucWC+iGyQchmU7ccuHVoWG1CKcD3wMQfXBLz9OEUmsN6DFtszqr3z9S7qC5l6+/QTatahGvnYvBERweMAi8gHHNyZjrQrMeNcF0JVLxGRu4ErRORCZveVojTevkJ97T1s7VlZv5vW30DeeZtbKwL9aZbMcu/21uS3YbOJWZnO8mlyfN39uJ9+GGNvQ3zfPgvjazu8vE9uYzL2D7o9o+YcMbwjKD9rTuORWeV3D5Vd41wLSvhEPjh8ngXYDsplgf/DdiP+GfgRFiRZE3htkiblTsUugFwMu0jqo9jXjnXxobLPBC5Q1Ucr1Kts+hg/0ld2TL27LvOQXGJkWhcfVTaz0ZrtaNJmjmuMqAQfFZMYJ3Q1gHwX8CLgpwXc4/Se+ZrFath2/dUa4h/DjLMr7RMOLhbfBrbFzunZHFixhoBG+twlInIYsL2IvC/PZ8r+UeDdmuBj8y6DxUhkWoGPSRvi7wc2cHBl+7FLhx7CHUB+Nr2fKDaKsosofQR5utqePXxBvQvTltBPaFaHBqq/IrIKdoneG4DXY5d61OV89zjIAXwb2AZ/e/rQ0541tvdQtTeQbP0AACAASURBVOeA9btp/R0IHDKb9W5DbhNn+TQOvpZ+3E8/jLS3Ib5vn2VcbUeffBmM2tg/0PaMnXMMagNGkcwi3z1qMSKbtgbb0oOAv3Qq8B6sfz0F21V3Jra79HqxM1DBNkVdAXwj5ZK8G+NLpF0F2EZE+q5XifSxfmSo7Jh6d1nmwxoYj5oXtGk7GraZkxjRYOYsI4uuBpB/BuwvImer6tXpjyKyHvbOT4rISqp6X4ZbAfgwdhbsR0TkBw3wANOesr0rFhH4PRbM+K/k701FpCd4qKpnBPLwObi/B7bDAo67iMjVGW4JYBMR+TkWjPxXLu0SwAsb4mPLLiOXruJSYEdgueyPffTj23Dr0JLAEiKycQG3P8mt5h1FJ4I8A4ZPP6FZHRq0/qYLHtPYcROfoCbnu0+kMp8C3pS3t9CobRlnezyO+h2LYZRZyKdpsh8D3r4YY29DfEiHYu3KqNqOUfb1fOhqewJBmQ8sKJ/7PaS/dYxDVRcjYm1L/t3/kfzf5RMtB/wSODc7T0jwfQ/XNB9KG1Mvb/oagrShsmPq3WWZD2tgvM55QRl0ccE+tuyujkNd8CuG0f+uBV0NIH8GW0W6XEQuwm7XfBq2KvYYtuX+jyLyA2wVaS1gZyzYthu2rbwJfjHs0xVX2p7D12tEujqyIRbQOCLHT+PeGd1P/mABmyzS3d7rYhO+PKaS8jdsgI8tO1YubeJzWAD5dBE5mf778dbAtyjWocexALRLv/J9YIJ24dNPaFaHBq2/6W9TwPNU9fOZ52Od634QknmTtmVijycYdYR8mib7Mfj7Yoy9DfEhHZr4chPbkkVX2xO6K/M2x+4QYm1L/t29Po+qvtP1Ij6uaT6Uloh6lUgf5Uc2We8uyzzAdzkwXue8YFzR1XFo4le0iE4GkFX1XhF5JfBp7KDv12C3I56R/LYkcCSwD1aHaeByYH9VvUpENm2Kx87uc6W9piGRbJH8fynsk8/3A3Vuld/Ck/eGyf+vdaTd0MPF8rFlDzNuxvqWUr0f+3To7y5OVW8eVCUnKAWffkKzOtQZ/Y11rvtESOZNYmKPJxh1hHyaJvtxmXeram9DfEiHYjGqtmNcbUtX27PLaHPsDiHWtvSgZp+nM4itV5NB3FHFqAbGx7U9a0ZXx6GJX9EiOhlABlDV+7GA7f6OR94oIktit5Tfr6oPZ9Je3yQf4GqH2lkriMiyyU+/V9XL68zfk/clgeRN8rF5jwI+DPyWav04pEM+boKOIKCf0KwOjaX+lpB5W2VP2nOCoUcJn6bpfu59twh7G+Ib1ZERth1jaVs63J6dRZtjdwg12JYJJphggoGiw+PQWI5xXUFnA8iw6BbQzYGVsRtPz1PVv6a8qj4uIg8BrxWRR4GLVfXJQfChtDXUfQGwlaqeH3jujcBZqtrXNntf/lmuKP+Ux44SmVV2DB9bdua5SnLpImL6qU+HQvo1QXsI6X+TOjSu+tu0za1a9qQ9JxgFxNi0OvjMc85+3MS7hXTI915lMKq2Y1xtS1fbM/dcp2Te5tgdQqxtyTzXKZlPMMEEo4uujkMTv6I76GQAWUTmAMcCe2NnlKTnnDwhIoeo6qHJc6/ELtxbI3nmWhHZXJNzbmriLwSWxg5gvy7lM2lXT97tumzaCnXeCjujZzr5aQr4XhIQzOIe4PsisjD5e+kq5RXkn8r5h5hinS0i6Vmkc0TklkzaOdinDBRwsXxs2SmWBhCRqYxMe5DI/HxgL+CmAu5c7ExgF1+YtmreInI8sKaqbpvl+ujH2b64BfB5ZnQoxXwR+SywjoNbpF9dQyI350WVbbVnbNkJ8pxTP0XkcZrVoc7ob1MosLdQbHPz9hZgpRJ5O/tKgtLtzZi0p0+/m9bfBD79bAyOvpiHr97DYhO9Pg3N9uMsivpijL0NlR3SoZ738vksCcbFdtTi643S2E+77ZlFo+NzBYT0N0Ub7x1rW1J0TeYTTDDB6KKr49BA/YoJ3OhkABn4KPBu4CjgJOA84FTsjNdDROR2LGD2I2Au8EDyzJbAh4DPiN2UWge/FHZT+HnAF4EPiciXMmn3xG5y/GKatmKdzwL+IiLfxS5HA7gFO6vWhzWANSoGSvP5/wu4C7tQ7X7ssrUlgVXoPSdm3YSngIvlU65q2SnWAJ4C3J7KVFVvzT1zFvAX4LvA8thEtog7UVXv6SNt1by3Ab4MoKoLgJP67Md7MtMXT0+eS3Xob8BTgXcBhyTlFXIicruqnsKAUSKQksrtDGzS5eIH3Z5RZWfqfVIuT5d+PkGzOtQV/V3DwdWBHnubsQ1lbO72ACJyMP3blSrtPSr22DtO4dfvpvV3kc11vFuTcPXFbF9xvdsw2UTw69czaK4fZ7E+xbalqr0NlR3SoRRBn2XMbEddvt4ojf1ttmcWLh0CWgvK+/Q3Rcx8KWYxIsa29Ly7g5tgggkaRmiO2rEF+zrK7uI4NEi/IjRngZY2nnQBU9PTPrm0AxH5A3Cpqr4n+ftxYBdV/YmIHAe8BPgFcCCwdfLvXYDnJs+9UEQOqolfAOyclP2J5LkfpWlV9bzkHT+Rpq1Y5y2A3YAdgBWA+dgO0sNV9XFPunnAxcCfmXFS85OOhfQ6sbeKyK3Au1R11u6lLJfkf6KqrpvnsZWcHi6Wjy07J5fTgDOZkeklwLeBn6gd+5CX+SIeeLWLC6WNyPtEkn6eqUfpfpzriwcC30t1KCeb+4D5qrp6AXcc8BJVfVmRXJtEUT/N8U3IPLo9ayi7L/1MZNGYDnVIf518LBzt9ULM1l8YSPsh4LOYja7SV8bVHl+Mf5xqTX+L3nlQCNT7UUbHJnp9mib7ce65hdgXZYdSg70N8SEdyjxXxmcZG9tRl6/HCI39bbZn7rlZOlTA++xWZb6Kv5RJW2m+FPPesbYl9+6N+UQTTDCBH3XbrbrybqLsro5DA/YrLsYzVow7uhpAfhzYXVV/mPx9J7Cfqp4mIjthO3EeB36rqq9LeeAR4GRsJ8utdfDA8zNlb5vwC9O0mXfeFjhZVVeMrPtc4M3Arsn/H8M+7zxBVX/nSLMFphC7Y1v6a588i8hS2G6KD6jqDWW5pvmSac8GfgpsRoFMfTIHrndxobQV8l4KWwX8f0naleijH2fqvC3wc+DtqQ7lZDIfWKiqSxZwOwEnqeoyea5plO2nNcu8tvaMKPt/gY1D9Q7IrmkdalN/nXwsqtjbTNrlgf/GdvBvlk/rybvR9u5qe4bGqcxzrelvvq6DhOPdLknoeYygTfTJvKl+mhtnVgKuxr7GGYi9DfEBn2UsbUcfvNPXYwzH/rZ0qM2gfAl5VZ4vhcpueq5Vhp9gggmaQZN2q02bOYkRxc1ZxhVz2n4BB+4HVsv8fS3wtuTfqwGLYZ38wBy/LLZj+Iga+WzZy2Jb5rNpyXALqlV3Bqr6hKr+VFV3AtZM3mV34Dcico2I7C0ii+fSXAS8H5PLp7DPDL4D/E1EjgbuV9V3Y5/57ZTnReQlJV5tMezCtaIAuY9rmi+Tdh7wPy6ZAu8EflHEA1dhnzns0m/aCnnfBGyRSfsz+uvHKZbFjntZjWI8hruvrkbvJ38Dg6peVKafhnSEltozouxvAi8FDgDe4ap3AE3rUFN8bN5RqGJvM1gIvAA4uCgt7r7QdHt3sj1D41QZ/aZh/Q20d6Nw1HsLYFvgDuxeiHsZIZsYkHkj/TQzzjwr+emRIpkG0LQOuXyWsbQdffBOX4/xHPtb0SECc44YHtgR+IYrbUhmMfOlUNmheg3ItkwwwQQNIDRHpUHbEcPHlt3VcajpssvOWcYVXQ0gXwR8RGwHJti5sDuIyGXAkdh5r99X1cuzPPAl7AzY99TIp2VfkvBL5tKm2BS4vY7Ki8hqIrIPFkA8DAv4HcXMJPJ3IrKOI/mlwzh5HgBWDMj0WhE5wMPfhu1uqZK2bN7PwfrfncDTscnQA9inJRDuxyk2xRZhsjoEgIiskPxz2sF9GM+lTINAyaDemh1uz6plHwMcBHzEU+9R1c/WEGlvAbbzpPX1hXFub+c4VVK/b6M5/Q21d2Pw9MXbgX2ws0dfyujZxDZkPj/5/6fopv75fJZxth0hhHy925iM/XXBq0O0E5TvR2aV5kuhskP16nB7TjDBBAEM64J9bNljbrdCc5axk0tXA8gHYjsh/ygiXwc2wraOvwq7GfGn2GQKAFU9H/gkdhHYEtgKQS18wu2LTdyeBlyXTQsgImti2/8vqFphEVk56YTnYQHEo7FV/bcBa6vqfqq6HSDY7tHjHFnFBkpbmzzXDRFZGfv8YAq7ZKhHptg5pmcAVwLPw+SR8i8AbsD62zSwFtYHyqStmveOwAcxvVwcu7zxdpK2DvXjpM5pX/wJGR0SkY+JyFHAzdhq2kIHtxazdzQPHI5AyrEJfTy2qtqV9owqO6fbYJ/TjLx+tokYe5umxdp7Cpv0l+4rk/YGiscpn343qr99jK+1o4+++Ersc/HLGH6b2KrMc/AtAA1U/0I+y8R2FCMgt8nY3zyqLqI2GZQvI7M2N5Z0uT0nmGACD0psPOnygn1M2eNqt0JjxdjJpZMRc1VVEdkU2228D/ae08DlwP6qelVBmsOBwz15VuZV9WjMIXWlvRub2MXgbiyw90fg09g5tHcVlHWLiBzJzMQxdZ53ZsZ5BjgHc1J/id0MvQO28rQJ1vnPTHlVfTLJ51nAj7GJ3FaR9ekCUpmCTbAPycpURLIyPx3YRlW3Sbgn6G2Ph4DPq+rPQmlj8wa+lslndzJtXaIfL+qLIvIVHDoEPOziVPUat0ibQ9KPd8A+5dwc68/ZfvwIJrfbsC8BtC6Zx7RnDWVn6/385NlbGX39bBOV7W0m7Z8wvdleVX+ZkiX6yli2d4lxyqnfTetvCkd7Nw1nX0yCy1mbmC76D7VNzGLQMs/o367MLACdTTf0L+SzjKXtKAGn3CZjf/0I6RCBOUckfxkWsH4BM0H5uZSUWeR8yVt2qF5dbc8JJpggjBJz1MZsRyQ/sVsVEBorxlUuKToZQAZQ1euBN4rIksCq2BktD7f8Wk3iFOwyjstKPHsT9rlbisqB0ixamjw3iVOwi0rOA04pCBAtkrmIbIx94jGLA0j4g0qmjc07i3xbl0YJHeqafnmDeiKSlWlPYD1BW+0ZW3a23t8E/qmqn8kLZwT1s03E2NtTsIuRrgEexM7FKszb0VfGtb1D45RPv5vW3ywq29yK8PXFvE28FtggE4AaVpuYxyBl7l0AStGS/oV8lnG1HSH45DYZ++tH7CJqkxswAK/MWttYUuLdJphggu4iNEft5IL9xG5VhnesSDGGcgE6HEBOoXZD5EPAa0XkUeDiNOo/gri36EcReS2wuaoeCKCqV2O3HqeICZTmMejJc9O4r+jHRKYbkci8QKZPxY6CuCzPh9LWkLevrfuGT4c6pl9lgnqpjvT00zbbs4ayb8BugK0SzJygOqra21DaUF8Z1/YOjVPg0G+a199abW4FFPYn7Fisu1R1r8xv5zjSDo1NbFnmoQWgLNrQP5/PMq62owwK5cZk7G8CsYuobW7AaHNjSejdJphggu4iNEft6oL9xG5VQ5k5S4pxkgvQoQCyiBwPrKmq2+Z+fyV25sjqyU/XicjmqupyFocVewCnYQ5lHltil5v5zqa9G9gL68SLUNIB3hvYXVWnC/itgHOx816K8t8KOL+Ii+Vjy8ZkerqDXxV4MfYpR5HM34BdEPLeAi6UNjbv/alwDnFAhy7EzuFbSEaHOqhfvsDcniQ6UjBRa7M9Y8t+If56O/UzeaYxHWpZf3GlrQE+e7sq8DEROUhVpz1p/1DwbmX6SuX2HoH29I1Te+LW76b1t5LNrQm+vrgk9gndXnliyG2i16dpsh8nuJeCfhxrb0N8SIcI+yxjaTsifb2RHPvbbM8EPh1qMyjv1d8EleZLJcquPNdKnmnTJ5pgggnCqLR5hG4vZI5ljKiGOUvbG09aRWcCyMA2wJezP4jIcsCPsLNa9sQuDvsi8CHgM4N9vfqRdMBNkz+ngN2TgF4WywAfB54UkYOBE1X11twzewCnqepJBcWUcYB3BTYTke8W5H8W8Bcg5e7Jpc/yywN18n2XXSDTXbHPMt4nIgDrAs/GzgKCXpmvC6yD9bc5wBMikp3g+tLG5g3W1u9I6lQFPh1aCruU7zwSHRKRL9Et/ZoVSMm05wYU60hb7RlbNsy092JU10+oWYdq5GPLRlUXAEV2rW/0YW/fgQXubk9ljrVnT1rsUjMw2xLqK9m8Y9p7mNtz1jgV0O+m9RfibW4l9NEXtwD+6kg7bDYxW6+QT9NkP0774Q3Mti2x9jbEz9KhEj4LTGxHv77eOIz9bbZnSIfaDMqH9DdmvhS7GBFrW2r1iSaYYIK+ENp40tUF+ybt1kj5FTk+NFa0ufGkdUxNTxdtsBo8RORxYBdV/Unmt4OwxtlaVc9LfvtE8twL23nT+iAiW2MHlYOdIzblePQu4PdYwGIF4BLgCuzm8gVYsO8UzHlOkXVwVwJOzvEw48Qujq3i7JDJ/9vAT4BXYytXszi14w+2aIqvWPZvgI8FZJr+trCAz/5dpBy+tLF5g12G9B5V/ZWDdyKgQwuAnVX1J6kOYcHjVvUrNwn8DLP78XOwYF2KftukyfaMLRvss9uVmF1vKKGfDelQm/q7iHfIqzL6sLe3AccAz8u82/XAiwJpQ30FItub4WvP0DgV0u+m9RcibG5V9NEXp7AdEtlPJofZJqYo8mma7Mf/i53X+n/YGYCN2NuKOlTGZ4Hxsx2xvt5Ij/0Mvj1DOhSac8Tw2aD8ptixGV/qQ2Yx86VQ2bXMtdrwiSaYYAI/SsxRm7QdTdrMWuwWo+dXhMaKrFzmq+r6jCm6FEC+E9hPVU9L/l4Ju434t6r6usxz2wInq+qK7bxpvRCRFTFn81/AjthRA1k8oaqPJs/OBd6MrQZtg+2Sg5omz7n834x9FvB97Kyz612cqv7OlzaWr1D248APgXc7ZLpU8kyRzFfAVururJA2Nu9FbV0FPh3CbvjeT1VPS3UI6xet6lcfgZQ7sMGwS+0ZU/brsD4K4WBmUD8b0KE29beHd8ilEvqxt8nzRbZlJWzl+du5tL6+UGt7MzztWWacArd+N62/UTY3Bp6+WLavDKNNBLdP02Q/3o+ZSaDP6b2NGuxtBR3y+Szjajtifb2xGPsZXHuW0aG2g/K3USyz2PlS7GKE791a9YkmmGACN0rOUbu6YD8wu8Xo+BVl5yyL5OLgRx5dCiCfDTysqm9L/j4W+HdgM1W9PPPcLsAxqrpKO2/aDJKdoier6i0ln18eO0PwI5izeit2fMH3sZUTiJg8J/m/F/gEtrX/f4GjsU+nlnZxqvqkL20s32fZKwA3JnI5SXOXw/lkHmqPGL7fti4Lnw5hO0YeVtW3JTr0XezIitb1q2xQr0mZt9He/QYzc2kHpUNt6u8svkgWVVBFBzPvdjC2ql/4boNub7rfnqFxKqjfTetvmyh6t1G3iY7nG+unCb8WdpbfwdjE4HrsZu20LzZib/vUoUKfZYxtR7SvN05jP823Z0iH2grKl5FZzHwpdjGiMdtSlOcEE0xQH0rY664u2Lditxh+v6LUnKVILuOELgWQX49tkf918tNmwKmq+s7cc8cAr1bVjQb8io1BROZgSv5vWnzWSvbZ1TBFfzswDzuz5RbgYWBzzIl+i6rekUlTeiLnyP/7wHrAm7ADxW/DPj3NczdhO1tf70gby/db9hrYZ7IvzMvFJ/NQe8Tw/bR1v/DpUI57NvA07FbRzuhXYCLWmMzbbu+a9bNuHWpTf7P8LLtWFf3qYIHMF8N06fH8u7XQ3sPUns5xqk39bRMl3n3kbGLBs7E2rV/+UezCtdUI2JYBvFteh5w+S/I+42o7Kvl6Yzb2D7I9vTrURlC+D5lVni/VuWhWg22pzSeaYIIJwhjWBfsB261R8iu8Y8W4Y07bL5BCVc8H9sWCWxsC3wH2yT4jImti55VcMPAXbBCquhDrvEsV8SKysojsLSLnYStJRwOPAG8Dng68AjunRbAVkuMyaedg59xu5io/kP8LsIPVl8Y+gVgLWD/h1gY+C5wBXImdGXpYJm0sH1u2At8qkotP5qH2iOFDaWPg06EMtz4WPL6ODulXqJ82KfM227sG/Wxah1rTX1XdT1W3o0B/Y1BGBwMy/wPw06J3G0B7D2t7esepNvW3TfjebVRtIkTbtBh+J+z8uktdtqXhdwvpkNNnGWPbUdnXG/Gxv6329OpQqF4xfA0yqzxfiq1XiXdrzSeaYIIJ/GjSbrVpM4d4HGq6bO9YMYEdjN0ZqOrRWMd08Xdj50+OIvYAjhGRB4Cf5bbH343tevsjdhTBSap6V0qKyE3AUqp6i4gcCRybcqq6MOU9ZTvzF5EnctxDwOdV9WcJn017OrCNqm6TebfKfA1l74FdhvUA8DXg633I3MfF8qG0leHToS7rV8l+2qTMW2nvWP2ExnWoNf3NyGiWXasBofb02cQ7s2mB/Ls11t7D3J6+cSoktwBXB98mCt9txG1iZZsWy2dl6uiLjb1bCR1y+ixjbjtifL2RHPtbbk+nDoXqFcPX5C9Vmi/F1qvku7XpE00wwQQONGm32rSZQz4ONV12aM4y1uhUAHnMcS7WkU8BEJEHsTPGwFZWHlJVcaTNOqm3Awd5+CIH+BTsMPHLmI0eTkQ2zuW/iE+437jSV+Bjy+6RKfCEiPwrw6+EGZwimaeB1CIulDY272lVXZXxQ6if+nQE2mvP2LIXA95dUT97+AZ0qE39zeImZtu1GIT60kLgtQ6Z5+3KI8CcjG0J9ZWY9h7m9gyNU742aVp/27S5vnovxmjaxJBP02Q/7hlnmG1bYuxtiA/pUMhnGVfbEePrjerY32Z7hnSozQ0YIf2NmS/F1ivWtmRRt080wQQT+DGsC/ZN2q1R9itCY8VYozNnII87RORE3DcLbwLcoKpvLUj3WuyG0PnAssnPLgfXxS8DvFRVbyjI/2zgNlV9r6PsI4HdHWlj+diyvwxck+cy2BRwOXLpbdM+3sXF5o2q7uXJeyQhIvdiEypfP/2BJ4u22jO27F2x83Sr6GfTOtSm/m6uqgfmuToQsLdgNvetjnc7B3gKbtsS6isx7T3M7Rkap3z63bT+tmZzA31xV+zylsWSv0fFJoZ8mib78YPYJZiLJz/VaW9jdSjks4yr7Yjx9UZ17G+zPUM6FJpzxPBpUH66gIOw/sbMl0Jlx8y1WvWJJphgAj9KzFGbtB1N2sxxjRHFzlnGdbMfMNmB3Bmo6p4uTkQWAO930KsCSwCnebIPOcB7YGfHzFIi4A2YAs1S0KTsF3vSxvKxZa+vqi8u4CboJn6OP6g3koF1EZnCX2+ffjatQ23q7/7Y2Vz/v70zD7emKA/8796PT4QBFFncQC46fpXHjIIacXcwcURncI0bjo+Mj45L4pIhmZgMJorRoOKOuGSGQSWMGsX4OBM3ojPACOpgBDTGEqNsoogoi6hs350/qvu7fft2V/Xpt+tUdff7e57z3HvOe2rpepd6q7pP9+D44i3sirltfTsV9xOuXrFFqO8x6zM0T03Sv0ME5v6QrYxyzDrkNDHt+ALc/f4+3NK+JN5Kfcibs8w4dkwy1xuxPkM+lHJTPuS/kvWS9GSENLZEy4kURQkSWqPmesI+Ztyacl4RXLPMGb0COVOKsx+l078Od6n992pf2xN4NnCrtXbHgPUfCtwLd4XBo3BnXd5aKX4o7kFt/wp35ur0Wt8kcmnbIBgXRcmBDv4f04dm6b+xY66gbdWnMnqEMW0IObTYYuS+hXyotV9dmHDsmGVsyVifJdmNecq5e4C+jXLMFUWZLhnPQ5pXZIJuIGeCMWY34FXAk3BnRPbC/Uy6SpOyLgVebK39+wXbeyLu8vyy3pXaV6rvm9ot5Tsbykrl0rbBjctLgfuzMabbat9ZB97rke8DfKtnWVHd1tr7tBzXbGnwkZz0Oai+O/gnxPWhHPx34bjWlRZb2oPNMbdtcrwU+ALwG/S0lR76nrw+O/h3VP9NFXO7xLW2vo0sJnbJaWLaccml1GxxgHgbkod8qOxXMGeZWewYKteb0tyfUp8llxJxfl6Ujv4LCfo9UGyBzMZcUZTpkvk8tKy8QuOtB91AzgRjzInAq3GX0t8JuAm4Cnhw8f6rwFG1YrdYa38lWESuFK9DgKcDX6qU2Qf304CrgN+tycA9sfNm4GcR5NK2y3FpGtPLgSOAnxdt3LdFDu7s1Ld6lJXWfVHTvSGnTgc73hc3XrnpU9r2xcC5Dcft80+I60PJ/ZeIBGLD9bSP+S24n5D2jSt99T16fQr9G+L6b7KY22Geugm4lmnExFBOE9OOwfnvrTTboSTehuQhH+qas8wtdgyR68G05v6U+gS/D5Wk2JQP+a90veRrO1RWGlui50SKovgZ2Qn72HFrDnlF74s75oDeAzkfjgFOtta+yhjzRuBO1tqXG2MOAC7C3XPz+payf8FG8rw7W5PU24CTPPLv4BbQ1fqvBzDGnNAgiy2X1l3iG9PPAwd55FcCf2etPbpHWWndp7ccz9QJ2fEdyFOf0rZvZ3H/hLg+lIP/xiQUG77S1jdjjCSu9NX3FPQp8e/Y/psy5vrs6ZvAGtOLiW05TWw7r2/YDxVvQ/Khcpa5xY4hxm1qc39KfVLIQj4UWnNI5OA25fdbYMyqSNZLobb7rLUgj5xIURQ/KWNHzJg5tz2iodYsF7eUmwWrqTug7GJ/4IvF/9/DLRrBXXl0N+DPPGXL5Pn+uIXwF621RwE7gOtwVyn55DtwD8TYhDFmFXe13RZZbLm07oLGMbXWXgO8KyBfx91gvU9Zad1/6TmmKROy41Xy1Ke07ScHjrvRPyGuD2XgvzHx6evduPtftfVNaiu99D0BfUr8O7b/poy5vr5tA66bUkwksTbIegAAIABJREFUkNPEtnPCdtgr3obkA+Uss4sdA4zb5Ob+lPoskK45JPI9cZvyC/vvAH0Ptd1rrdVxzBVFSUvK2BEzZs5uj2igNctcL/YDdAM5Jy4DDi7+/xZwhDFmm7V2J/Bj4C6estIE+DbcJf2bKNr+bpMstlxad0HjmBbvt+GS+zb5tcABPctK6z7Ic0xTJmSnq+SpT2nbuwWOu9E/i+9E86EM/DcmvtiwitNnW98kcaW3viegT4l/x/bflDHXZ0974+7NDROJiaGcJrad0zMfkrY9UM4yu9gxwLhNbu5Pqc+CmJvu0k35Vv8doO/SkxG9Y4uiKMnJ9aK0JHFrBnlFzheeJEc3kPPhTOCFxpgV4Ou4+4x9yhhzPLAduNUYc4wxZo+GstINjduBF7XUf6xHFlsurds3pm/A3T+nTb4Pbsz7lJXWPdefRYTseIU89Slt+1eB4/b5J8T1oZT+G5NQbPiWp2+SuCLV95j1KfHv2P6bMub67Gkb8KPie1OKiaGcJqYdh+xQEm9DcmnOMtfYIRm3qc79KfUpXXPE3JQP+W/KC0uksUVRlHTkelFayrg15bwipO+5XuwH6EP0ssEYsw/wEOBr1tobjTGPBc5g46nlv2TjSqQbcU+PLLkj7h41D8YtKC8HvoG7j+fv45z/Go/8wKL+f9FQ/52Lv+sNslL+i5ayUrm0bYBn0jymVwLPwy1km+Q/BN4InNGjrLTup1lrv87MMMa8Hjiadju9Avgv5KdPadufL465j39CXB9K6b/r1tr9iEAg3l5Z6Xtb37YBB/W0FYm+x6zP0Dzl8+/Y/pss5gZs8UbcBtX9mFZMBH9OE9OO9yj6tb1lTCXxNiQP+RD4c5a5xg5JrjfVuT+lPkM+FFpzSOR/Uny2d48xA9l6KdS2ZK0VGnOImBMpiuKnwxo1ZuyIGTPnukckXbNcaq19BDNFN5AzxxizP/BWNhykie3AafRPgC8CftpS96OKv//XI2+TSeXStrHWvqD+mTFmf2tt2/F65ZKy0rqnTodNvcZNnlz12bXtDsft80+I60PZ+W9MKjr5IP6Yu6VvXW1BqO8x6zM0Ty3s37H9NyXF3H8LE4yJhHOamHa8HffTxGdGiLcheciHvDnLjGPH4LneBOb+lPoM+VDKTfmQ/0rWS9KTEdLYsvScSFEUR4d4nesJ+5hxa8p5Ra81y1zQDeTEGGP2BJ6GuxT+EuDT1trbBqp7tItnCaEx9cklZaV1K80YYw4GHkNm+pS23eG4J+mfKZHoRGorHeqfpb59/h3bf1MitMVRxsScSel/Gjv6kaudz1WfOWzKL9bj5bQ9Vn0qihIm9xP2GreGRcfFoRvICTHGHAicBxyKuzwe3Jmex1lrr+1QfpILOQmhMfXJcT9L71VWWvdwIzA+AguxLPU5hL7n6J8pkcRbqa0UdcxS3339m8j+G+lwO9Gh75OLiRmMeZb+p7GjH7naeajtou+j1OfIN+WTXViiKMp4yfWitNhtzxUdl27slroDM+c1wF2BFwPnAw8A3gG8Bzim/JIxZjfgVcCTgHviEtTV4v9Sh+vARcYYb4JbyqudaKm/yj64G4g3ydaB93rKSuWLtr0f7j4/1+IeUPLHbB5T35hf45GFykrrniUd7DTmmEvqFrU9sH8O7UNDykVtW2vvw3B0irfQOOYHshFXfg3cAfczpk62MuN47J2nSOu/KWntmzHmVUwzJoZymipD2/F2NtshwIWR4u2iPuTNWWYcO0Jy37jNZe5fpj69PhQ6Lomclk35Bcas93op1PaSc7mhcyJFUTzEjFspY+aI56HYbYfWLEqBbiCn5QnAu621pxbvv23c05o/bIx5ibX2huLzvwBeDfwjsDtwE7AnTn8/xV3d8N/ov3huqv9y4IhCfmdcsl6X/Ry4DTippaxU3qft3YCbcTdDv8ha+9HqmPrGHPfEzVZ9hPQlqbui67kRstNoYy6pe4C2h/LPGD6U0n+r8osZlq7xFraO+R2BHwB3AW4FLgD+hu62Mtd4HJqnkvlv4pjrO+7rmWBM7JDTxLTjvXCLpF8CPwN+hHu69tDxto8PhXKWucaO3rke85j7Y4ypxIeSbcp3GDPJekl6MiLUt5Q5kaIofsZ6wn5ZcQumlVeE5gqlYDV1B2bOIbiNiCrn4M6C3Lfy2THAydba+wOnA1/EJc7vxD2F/b3W2o8CxwHPMO5G77sSXGvttxvk+Oq31h4F7MA509+1yK4D9vWUlcoXbhvn+C8t5Kc3jKlvzO8V0EdIX5K650rITmOOuaRuadtD+efgPpTSf2vy0n+Homu8ha1jvhvwR7W+LWIrc43HoXkqpf+mxNe3JzLNmOjNaSLb8QrwZmANt7B6E3Hi7cI+RDhnmWXsEOZ6c5j7l63PkA+Fjqu3HPi3kjFDsF7q0PaycrkYOZGiKH5ixq2UMXOs81DsvCI0VygFuoGclu24Mx5Vriv+7l75bH+cYQN8D5fAHYJLSt8F/GUh67t4bqofa+01uMv3D2+RvStQVirv0/Z23JUR1XGpjqlvzHfzyEJlpXXPlZCdxhxzSd3Stofyzxg+lNJ/q/LSf4eia7yloW+rwE21vi1iK3ONx6F5KqX/psTXt7szzZgYymli2vE+wAU1/40Rb/v4UChnmWvskOR6c5j7l63PkA+l3JSvMvR6SXoyItS3lDmRoih+xnrCfllxa2p5RWiuUAr0FhbpeYkx5gmV99txTvFKY8wzis9+jbv/zKdx93p5MxsJ7L64G31D/8XzZbifolHWb4zZZq29HXd/uQNaZNuKvraVlcoXbrv4/yW4n9vd2xjz9uqY4q6iOMUYc0Px2TkV+WpFRvHZ+R3Liuqu6Brcfc7+kHnQxU5bfYR0+pS2fQfgecaYR7Oh7z7+ObgPpfTfmryMa0PSJd6Ci7nVvlXL/iZwb9wVWF1tZSh9j0qfhOep6riWLMV/M4i5bce9nQ1bofjsz4v/xxwTvTlNZDtexd0nFzZiS4x4u7APFf/7cpZZxg5hrjeHuX/Z+gz5UMpN+SpbxozwPBTzpJu3bxnkRIqitDPWE/bLiltTyyu6rFkUYGV9fT11H2aLMWZnx6+WNzhfLf6/HHeT73/EnTG5AfgozvB/D/g48GzcGZV6glvKr6rU/3CcYzy4Uv83gK8Af1J8tneD7PeB23E/Z2sqK5X3afuexfGWY1Y38JXa+3WPLCQfsu5Nn1trt7XIJkXhA3+Lm6BK6nZcJRd9Dtn2Ou4nM338M4YPpfTfqvxSa+0jGsaxFwvE25ILK327vfisLbYsYisSfY9Nn13mqbZxi+2/m2TLjLkBW2zq9ymMPyY2fa+a08S049uBHwP/jLti5QbgTIaPt318aJGcZU6xQ5LrzWHuX7Y+Qz4UWnNI5KsVWTlu5y8wZpL1UqjtodZaS8+JFEXx03GNGit2xIyZc90jkq5ZquMyp4v9tqAbyCOguO/KQ4CvWWtvNMY8FvhS5StNSlxo8Qw8vlb/GcDdgB8CbwTOaJBdCTwP51xNZaVyadtPs9Z+3XPcSmIW3NSbzMb6osdNu3/G9qFZ+m9LzO3dtwH1PTZ9huapTcc9Ff+WMIeY2MG/hrbjnWzduGtDEm+lPrQlrsw4doxirliUEesz5EMpN+Xrn9fHTLJekp6MCPVtknauKFOgQ7zO9YT9suLW1PIKXbN0ZX19XV8jfe3YsWP/VPWH2o4pl9atL31N4ZXSh+bqvyn7pvrU19RfKe04Zd80l1u+Psf8ylWfOb9y7vdUx1xf+tLXdF+5zkNzneOW/dIrkBNhjHlAh6/dEfht4K64S+tPttbeNmAf9gSehrvPyyXAp8v6fbLY8r5lO4zpfRs+u8QjC8kvqfwvqXsL1tqL22RzIWN9StveQpO+U/hQDm3HoGO8hc0x91zcPVrvFygTspUtLKrvKeozoJPY/ruFZcXcBWxxF2XfRhwTS7w5TWw795HChyS20LXvY44dPcdt0nN/Sn3mTM79nuqYK4oyXXKdh+Y6x+WGbiAnovhZRGjwV2vvLwQeh7tHi48uC7m7AB8u6ip/ynBRUf824Dzg0LrMWnutMebAWHJJ27h72fjGtD6eADs9spC8+tMWSd1bmMPPIjosni8kT31K227igbX3rf4Z04dS+q+19lrP+IjoGG9hs+7WcX07LFA2ZCtNdNY3I9Un4XnK59+x/XcLy4q5C9hildJexhoT275zIfHt+JXA9Q19q9I73kp8iHDO0sTkY4cw15vs3E86fYZ8KPWmvG/MJOsl6ckIb99S5kSKovgZ8Qn7qHGL6eYVobliC3O+2G+31B2YMS+ovb8TcALwVdxVb08F/jUuUb4Rd1+WpwPvwd38XLqhsVK81ovXvwfeUdR/De4KoRfjbrr+gIrsGOA1EeWStkNjejjuyZoPK8bjHODoQn41cHNFvlL8f26HstK6bwLuATwXd1P3tzEPQpshsPU+TdeTXp/Stt9TO7Z13I3968fd5p8xfSil/x5DPEKx4aaiTw/D3VfrFNxDM94BfA14n6dsyFak+h6rPkPzVHVMSkr/ju2/KWOuzxYfX/m8zV7GGBNDOU1MOz6H8AkdSbyV+FAoLs01dkhyvSnP/an0GfKh1JvyvjGTrJekJyNCfUuZEymK4mesJ+xjx62p5hVd1ix1Jn+xXxt6BXImGGPOAO5grX1m8f67uCc+/jluofU54FLcGaGXA7+uFF90Q+Mm4K04R7kKeJu19nRjzDFF/ZcBH7PWHl/pXynbD7gA+Hgkuahta+0Nlc83jWnl823FmN4JuKRFfhXwE2vt/XuUldb9OWvtiUwcY8yxtY+aNvWqmzy/BH6YoT4Xarty3Cu4p8heAjyK7v4Z1YeE8sH8NyZNsaGIuZ8AHknhg019WzSuDKDvseozNE8t4t+x/TdZzK3aUy0mruCS3XsCZzPymBjIaWLa8em4J26Xtthkh5J4K/IhX84y49gxZK43pbk/lT5DPpRyUz40ZpL1kvRkhDi2LCsnUhRlMx3WqLmesI8dt6aaVyy6ZnmbtfZ0ZopegZwPTwJeWHl/CHCBtfZ2Y8wHgDcBD8ed7bjAVp7EWyTPf+9JcO9flxtj/grnBK/E3QcGXBDZBtwL52RVStl9y75Fkkvbrj6huD6mAFTG9K9xT/Bsku9Nw1m6jmWldb8JmPwGsrX2Q9X3Hjt+C86OH4o7U1ivJ7U+F2q7etzGmFuA/wp8ZgH/jO1DufhvTJpiwyHA/wO+xYYPNvVtobgygL7Hqs+u81QX/47tvylj7i57aoiJLwLuYa19Qu3zMcZEX04T045Xqdhikx0K463Uh1pzlhnHjiFzvSnN/an0GfSh4vPWNceA8quA71djYmDMxOslX9uhsgPElmXlRIqiVFhgjRoldgwoHzpuTTWvWHTNchAzZktSpSTjduDgyvvtuLMdAHcGDgCuK97vXiv7JOBv6hVaa28HPoC7RL8u3477GekHgJcVn5X171Zpm5ps91rfhpZL265SH9Mqd8adlWuTl9/pU1Za9wGeclMmZMd3IE99Stvek8X8M7YP5eK/MWmKDWXfqj7Y1DdJXOmj76noU+LfENd/U8Zcnz09mIafyI00JoZymph2XLXFJjuUxFupD1UJxZY5xY6hcj2YztyfUp8hHwqtOYaS7w3crSYK+W8VSd+b2pastXLKiRRF8bPs2BEzZs51j2jINcvL6rI5oVcg58PngOONMedba88vPnuJMea5wO/iDPxNuJ8UvNIY84xK2b6LyJcU8rsbY96Oc6x13ImFU4wx5U+n1nH3ilnHnY1aqcjXcWdvtg8kF7VdG5erG8YUY8z9gOOBaz3y8v+H9ygrrXuuN2UPLZ53kqc+pW23HXebf0b1IaF8SP9dt9b+YcO4DEFTvAX4I9xVkdfVx7zSt6uBNwpsZVF9T0WfoXnK59/l/7H8N2XMbbTFom+7A1e0lBtjTGzNaYhrx1VbvAPu5/gfr41n33gr8qEFc5bZxI6QfIFxK/+fwtyfUp9dfAjSbcq3+u9A6yVf26GyvWPLEnMiRVH85HpR2rLj1lzyitBcMdeL/QC9B3I2GGPugTPkQ4F/An6z9pWQon4OHN2QpJ6FW4SuVOXGPQkeNj/Mg9pnbe3X5fW+SeTStuuyH7AxppfjHP5w4DbczzNO8sivBe7es6yk7qOsted4jmuSGGM+gnuIVJsdXw3sQ576lLT9ZdyT2Lv6Z/VzGuST8V9rbZQHFDTE28uBJ3bsF7jj2Ek/W1hU31PRJ/jnqZB/x/TfZDG3xRbLvq3grpZ4wgRiYiiniWnHTd97xEDxNiQP+VD9c1/OMqfYMWSuN5W5P6U+m773iK5rjgHlF+AW/I9ZwH/rLLRe8rUdKjtAbNkki5UTKYrip8MaddDYMaB86Lg1l7wC/HPFldbahwbKTxbdQM4I4+6X9grgKNzPDa7BPaH5rdbayzzlfAvQrBfPsQmNqU8O/KxvWWndMcckVzrY8VG4McpOn5K2gVtDxz1V/0xJ33jbpWzAFmapb6l/E9l/Yx+/D0/fPgx8hAnGxFRj3sUOU/qfxo5+5GrnvrYZqT4HWHMkuwBjgL5LTkZkqU9FUcIkjh0xY6bGrQZyzxVToxvImWCMeQxwqbX28p7lR7eQi01oTH1ySVlp3XMmsBA7hAz1KW27+M7s/DMlEh+U2krxnVnqu69/x/bflHTo++RiYmpy9T+NHf3I1c6nrM/YJ5diXoCR8sKSRcZYUZS8yPWiNI1bcdBxaUc3kDPBGHMzcIy19pPGmAcsWPxBwJe6JriB+u/b8vklHvkllf8lcmnbdS4AnmOt/WSTsDrmi8ik8lDZudJhoRZtzFPqe0H/hLg+lJP/Yq2Ncm/auk4WjLkXAK+21r6jS90N8rnG49A8lcx/UxI47knERGFMG0Je5UHAVdbaLxT9jNm3kA/VCeUsc4kdg+V6E5r7U+qzziYfqrPMTfnY6yVJvweILVuIlRMpiuIn14vShm4743lo2XmFd66YO/oQvXw4D/gt4JPAhYTvy1JlFfdQmjYjPws4piL31b/a8vlOj3xn5X+JXNp2nVU2xrSJ8zxyn0wqD5WdK3U7rRNzzFPqexH/hLg+lJP/AsS6319dJ4vE3FXgbUDjBnJD3XXmHI9981RK/02Jr29TiYmSmDaEvN7WTjZiS8y+hXyoqS2NHcPmelOZ+1Pqs6kvVR+qE4pbEvmi+VKdRddLXWV9+pZTTqQoip8h49Yy5UPGrbnlFb65YtboBnI+vAF4izFmP+DtwPVsGPbewO/hktFP4x6qcw/cfWtuxz0pcpEE9wU1+Z2AE4Cv4h7KczOwL/Aw3A3H9wXOLdo+vCLbibs/zNFFWalc2nZ9XD4LHFWM6aeAH7E5WJwBvKxFfgZwXM+y0rrnepVBaLFV9ZGc9Clt+yK6+2dsH8rJf99GPOq29Fo262Rv3BOIm/q2B7DNGPMB+tnKIvqekj5D85TPv2P7b8qY6zvui3APdxx7TAzlNDHtuG6La8D/rvRTEm+lPrRozjKX2DFkrjeVuT+lPkM+VGeZm/Ih/5WulyT9lsaWZeZEiqL4GcsJe2nZXOehZecVobli1ugtLDLBbDzxErae+VkFsNZuenqkMWYb8CXcJfgPxP2MrylJPQJ4mUd+IvBLa+0zG+q/CviJtfb+LW3fCbikpaxULm370ZWPm57EuVL5vHHMi88XLSute5ZPWjbG/A7wFtrt9MLK/znpU6xv3LH18c/YPpTSfz9nrT2RCATibRlnz2zp223IbEWi7zHrMzRP+fw7tv8mi7kdbHEF+CsmGBM9OU1MO/4HYH/gfzF8vJX6UChnmWvskOR6ye3c0/ZY9RnyodCaQyI/AjgOt2nQx38l66VQ25K1VtKcSFEUPx3WqDFjR8yYOdc9IumaZa4X+wG6gZwNxphjPeL3A6daa1/eUO65uKscpAnws6y1H2+o/5fATdbaA1ra/mvg2S1lpXJp2yfjgmYbjwS+7JERkLfJpHVjrf2Qp+5J0nFTr35mtEoqfUrbPq3y/6L+GduHUvrvm6y196rLhiAQb8HF3Oe39O19wLNojy0hW5Hoe8z6DM1T0O7fsf03WcwN2GLIVmCcMTGU08S0451s5ERDx1upD4VylrnGDkmuN9W5P6U+u/hQqk35kP9K1ktDnIyQxJZoOZGiKH46nuzP9oS9sO0c56HYbYfmille7Feit7DIBN/i1RjzTuD7LeI7A7cC/9FTfSgBfi9wsEd+Z8/nK56yUrm07T0DmwJ9ZVL57DaHO+LbCAGCmzyp9Clq2xgTqNrrn7F9KKX/bkkKhiK0WVjE3La+fRP4D546YuobxqvP0Dzl00ts/01GYO4XlSfTmNghp4lpx6fj7vfXZouSeCv1IW/OMuPYIcn1pjr3Qzp9hnwo5aZ8yH8l6yXpyQhpbImWEymKEiS0Rs31hH3MuAXTzSuCa5Y5o1cgJ8IYszvu7MUtHb77EeDxwNHW2vMrn98Pd/PzK621DxX0xVf/BcB24DEtbe+Oc8K2vknkC7VdjinwL5vGxTfmIX1I5IvoWtkg5piPSd8d/H8wHxpYLm1bFNeqLKqT6pjjfq67bq29palvS9b3ZPSZ0n9TIunbWGNiw3clMW0IeWtsidy3TT4UylkWZcKxo3OuN6O5P6U+B52fhyT2eily30Y55oqiTJeM56HYbWu89aAbyIkwxnwXuM5ae0Tx/gdsvUS+ZBvuxt6rwD8BV+LuP3YY7n6cR1lrz6nUvehmyT1wNxM/tKj/ctyZ7sOL+q8F7t4iey5wkqesVL5I24cWY7h7If858OvKoR6Eu3/NVcX7g4ErPDIC8lImrbvOurX2Pi2yydBhoRbykVT6lLZdx6vvDv45pA+l9N+6fFNck7BgvAUXa28r+nYb8Cvc/bAOx8XjH7MRW0K2Ukeq77HoMzRP+XQS23/rLC3m9rDFXX0bcUysU89pYtrxdwr5/nSILQPE20V8KJSz1JlL7JDkenOa+5elT68P5bQp3zBmvddLQ5+oHCC2DJYTKYriZ6wn7BPErankFd65QtmMbiAnwhjzUeAX1toXFe8/hX8RuRtwPnAU8HDckyg/CLwV+D90X0Q2sY5zqFcU9d8NuAb4RlH/z9pk1trLjDF7x5Iv2PYDgV8CHy/Kvqs2Lg/BBYVvFO8finv6ZpuMgLyUSevegrX2aW2yqdBhM+RAnB3/tHh/V+ALFXkqfUrbfhzupzFnF+8fj3u6bBte/xzYh1L67xa5Z0wWoke8BXh+0bc/wD2N91tF33bg4kxJyFYG1Tfj0WdonvL5d2z/3cKyYm7AFptsBTbsZawxsYlqThPTjl+Du8rk64X8KUU/2xDF2wV9KJSzzDV2SHK92cz9LE+fIR/KalO+NmaS9ZL0ZESob8lyIkVR/Iz4hP1S4xbTyStCc8WWcZnDxX5t6AbyCDDGPAa41Fp7efE+tBmy6EJuP+B5Zf2+tpcpl9at5E2fTb0pbKz3OO5W/yzKR/OhufrvkH0bUt9j0udc/VvCXMZsmXa8zHgbki8aV+YaOxaVj4Wx6nOANccyL8DYNGbCvktPRnj7Vmcqdq4oUyBx7IgZM3WPqEE+l/x7KPQheuPgLNwDKy4HsNY+pyq01j5VUrkx5mbgt8r6fW0vWS6tW8mYoe14LCx63AH/hLg+NFf/HaxvA+t7NPqcq39LmNGYLc2OlxxvQ/KF4spcY0cP+SgYqz7HFJfqY5ZT3weILYqiLImcYkdKcpmHYtet+l4M3UDOBGPMCu4n008G7on7yXTJLcApwCcjNX8eLjg01e+TxZaL6g6MKbgzS+/2yPfFPUCrT1lR3dbaBzcd05zJXJ8x9Z3MhxK3HY0OtnQLLX0bwA4l+p6sPjuMa1T/TRVzu9hTW99GHBNDOU1sO/eRzIcktiBtO7I8atupY0dAHmvuT6nPnMm531Mdc0VRpkuu89Bc57gs0FtYZIIx5o3AnwK/AGzxt2Rf4D7A/wA+BfwId/+aKg+kf4K7F3Aj7omW9fqPAI4Dzm1p+wjgZS1lpXJp268AXkjzmIK7cfq9WuSHAocU47JoWWndWGsfW/9s6nRYBN4dd8/P3PQpbRvcPZf6+CfE9aGU/ou19mIiEIi34GLu7S19k8SVkg8yv3gM/nnK59+x/TdZzO1gi3cDvs20YmIop4lpxwBPAh7E8PE2JA/5UCi2wDxjhyTXm+rcn1Kf4PehlJvyIf8F2XpJcjJCGlui5USKovgZ8Ql7adu5zkOx24bAXDHni/10AzkTjDFXABcDz7LW3lSTVQ26rrCVyv99E+AjK/XW61+tfN7U9oqnrFQ+RNufoWFMITjmrTKpPFR2rnTYSHk48EUy0+cAbYeO+0jS+lCqttettduIQAed+GJueVx79bQVib7HrM+Shf07tv+mJBA7phoTQznNMuy4bVPvyCW07fMhX84y19jRO9eb8Nyfgz5z3JQ/MnBcJSlOuoX6liwnUhTFT4d4nesJ+5hxK4d5KFbbJdldeJIDeguLfNgHOK1lcfuCQNm3A1/Bn+B+1iM/1lP3I4u/X/bI22RSubTt99E+puAfc59MKg+VnSvPx2+n15OnPqVth47b558Q14dS+m9MQjrxxdz3AacKbEWi7zHrMzRP+fw7tv+mxNe3qcbEUE4T047fjnvi+CMjxNuQPORDoZxlrrFDkutNde5Pqc+QD4XWHL3lhcx3kiXkv73XSx3alqy1IG1OpCiKn1C8jhk7YsbMue4RidYsc0c3kPPhs8BhwCfqAmvth3wFjTHvRpAAB+r3th1ZLqrbGPNEWsa0oHXMAzKpPFR2roQWWzHHPKW+Jf4JEX1IKJfWHROvTnxjXsSV6/rWzXzjcWieSum/KfH1bZIxURjTRPLCDt8QKd6G5NKcZZaxIyQPjNtU5/5sfYiEm/KR10ui4xogtiiKko6YJxNTnsgc5TwUu+2yKI7NAAAM0klEQVQOc8Ws0Q3kRBhj9ql9dDzwseKKov8J/BS4tfoFa+0NLdUtlOAaY3bH/RTqloZ+tcpiyweo2zemZ+Ie3FPlRODUQv554Gc12Wkdy0rrvrZ+LB5dT5m6neaqz6H1fRYd/TMkH7P/xqSDLd2I+wnTrphb+qDQDkX6npg+F/Hv2P6bLOZ2sKdq384CHsL4Y6I3p4lt5zU650NS+QA5yyxjh3DcJjn3p9RnA9lsykvnIUnb0r6lzIkURVmYUZ6wX7RsrvPQkuc4yPvCk+ToPZATYdw9ABvvccXGfV3K+wSW739Q+V6VVeAa4KM0J7j7A6dW5GfhrqD77UJ+caWtg4r/ryreH1z8vcIjL2VSubTtQ9lK9d44qx55kwy26iBG3VuwM7jPWcMi8ADgY2zY6T/T7iOQTp/Stpv4Bt38E+L6UEr/rbNurb2PR96ZQLyF5phbxtumuFL/bp2me3JV6arvMeszNE/5/Du2/25hWTG3gy3WWQX+M9OIiW05TUw7rtvhNuBA4DXI421IHvKhUM7SxBxihyTXy8HO29puYgz6DPlQaM0hkdc35fcHTsM9gLOL/0rWS6G2JWstSJgTKYrip8MaNWbsiBkz57pHJF2z6MV+FfQK5HS8nvZFwjNwDv7p4v1zir/fKf4+taHMwbinRb6Z9gS3lJdO8vPi7yruCZTgnjJ5G3BR8f6Oxd+LPPLyf6lc2vbNbOWjlf+PZOuYn+2RheRnV/6X1D1XrqN5M6S00/J9lRMq/x/ZUH4Z+pS2/doG2YPo5p8Q14dS+m9MfPEWmmNuGW+b4gpsxJYjG+qu2opE32PWZ2iegnb/PpK4/psSny022co6brzGHBNDOU1MO26yQ9gYU0m8DclDPhTKWeYaOyS53pFMc+5Pqc+QD4XWHBL5SS1tH0Y3/5Wsl0JtS9ZakDYnUhTFT2iNGjN2xIyZc90jGmLNUmfyF/u1oVcgJ8QY833gWGvtuQuWex3+zZAjG+TexbO19gSffCyExtQnl5SV1j1HOtgxwKuAvwUuh612mkqfkrY7HvcmpuKfKZH4oNAWXscM9S3179j+m5K2vk05JqYid//T2NGPXO18ivocYM0hkTfJ6uU3UZtHXtdSfoi2fWWDfVMUJV8Sxw6JXNr2FuYQt8Y6P6dCr0BOyxqwx6KFrLWvCyS4J+S4kFsSa/jH1CeXlJXWPTs62DHGmNcCH7PWfqGlmjXS6LN3212OW4nCGv19MFS2VT5XfQ/g32vE9d+UrNHQt4nHxCSMwP/W0NjRhzXytPNW2Vj1OcCaQyIXrWeEfZcel6IoIyVx7IgZMzVuNTDW+TkVuoE8AowxK8DzgScD98Rdhn8o8N+NMTfi7ov14FqxNTou5Frqr7Iv8A8tsnXg3Z6yUvmiba8Ap3jGRcmLNTLbcFgSawznn0P70JByUdup/LdhzKtxpU/f1phnPA7NU8pW1ph4TBwgpi0qr9oheGxxCX2r+1AoZ1ljnrEjJB9rrrfGOPUZ8qHQcUnkobK7iLBeCrUt7VuVbHMiRZkpa+R5UVrstneR2TwUu21ds3REN5DT81RjzG8EvvPvgH8D/AKwwPXF5zdV/pfwBuBPG+oH50yHAPs1yEr5aS1lpfK+be9J8TMEY8wrG473z4wxLy7+P8cjC8nrMmndJevW2pNbZHMk5COp9Clt+ynFcYX07fNPiONDQ8ilbcegS7yFrTEXKnEFGmNLyFaG0PcY9Rmap3w6ie2/JSliru+4n1KRNfVtrDGxpC2nKRnajqF7viSJtyF5mw+Fcpa5xo6Q3DduU5/7l61PGG7NEZO2Mcuh79LYoiiKsmxymoeW0XYOc0X26D2QE2Lc09i7sFL83ctae1Ol7PvZeAhNnXcCXwauLt77Fs8nAOcBzyrrr/TxCtwTOLfIYsv7lO0wpiu19+seWUjedHP9vnVv+txaO4sbs3e0Yx+p9DlU2+Vnf9Dw/ZJW/4ThfWgoubTuoVkg3oLTz2co+iaMK1W5SN9j06fQv2P77ybZMmNuwJ7qtgKb7WWsMbHpe3stw4472GGV3vE2JBfmLLOKHSF5Rx+qMqm5f9n6HGDNIZHXZU3lS7aMmbDvobYHWWsV/VxqTqQoip/EsSNmzJzlHlFIvmCuOOuL/fQK5PQci99xAb4J/HGDA7zUU2YFeFTl/dMD3z2tJWHZxyOLLe9b1jemPwCOA75WvP+hRxaSV2XSuudMyI7LhdY6cO+aPJU+h2i7Smgjbdk+NIRcWncMusRbcDG33re+caWUV+mr7zHqs69/x/bf1LTZU91WYLO9jDUmVmnLaUpi2LHPDqtI4m1I3jdnqTKn2BGS+3xo6nN/Cn1K1hwSeV3WVL763T7zUN+2h1prQZqcSFEUP6liR8yYOec9opC8a664DugGspKMq621l/m+YIz5DO7+LHUkGxpVTgYOAz7RIPusRxZb3rds65gaYwC+ba09bxGZVB4qO3NCdvx84FyAul5T6XOgtrtuZvr8E+L40BByad0xCMZb2BVz633rFVcq8iH0PUZ99vLv2P6bAY321MFWRhkTa99ry2lKYtjxMuJtSN43Z5lr7AjJfT409bk/hT6lJ1GXcQFG25ilurCkS99KUuREiqL4yfGitNhtV8ltHopdd9f5edboBnKGGGP2qX10PPAxY8z1wJnAtcXnNwI/B7DW3lCrA9oT3Hr9/6lS/+eBn1VkJwKnVdq+pVb2RODUgeTStstx2bM8xvq4KFkSWjz/pMum3whpW/z6/DO2D+Xgv7tYlv92iLlQiSs9+9ZH31PQZ2iemqp/S5hUTOzgXzHtuPTfXXYIG7YojLdSH+qas8wtdkw91xubPr0+VPQdEmzKd/Bf6XpJ0m9pbEmWEymKsovsLkqL2XbG89Cy8orWuULZQDeQ0/Ihms/6XEfzPdceCLy58v7MinyR+zf66j+ppcxhRdurDbL1St8kcmnbJb5xaRvzkEwqD5VVmok55rnqO+T/MX0oB/+tMuR9aX066RJzz6zJq32Lpe+x6zM0T6X035RI+jbGmCiJaUPI63YIG7YYs28hHyrRXG6xtkvaxm2Kc39KfYZ8KCWx10sSpLGliRzGXFGU6ZLrPLSMvCLVXDE6dAM5IdbaF7SIXo//gT8AT8XdAP2aFrkvifXVf2SL7GyP/OzK/xK5tO0gnjH3yqTyUNkZ411sxRzzxPru658Q14ckcmnbUQnopEvM7Vs3zDcee+eplP6bkkDfphgTJTFtCLnPDmP2rUlWLx9ijrEjJPcy0bn/yBbZMvQJsjWHVC7Jl0DWd0m/pbFFUZS0jPGEvbRsrvNQ7LYhPFcoJevr6/rK8LVjx47v79ix49Ep6g+1HVMurVtf+prCK6UPzdV/U/ZN9amvqb9S2nHKvmkut3x9jvmVqz5zfuXc76mOub70pa/pvnKdh+Y6x+X4arqcW8mDNWCPRPWH2o4pl9atKFNgjXQ+lLLtlKyRrm++tn2y2HJp3YpSskY6Ow4Rs+1QWSmStmPKY7c9VdbIU585s0a+/V5jmmOuKMp0WSPPeSh220pHdANZURRFURRFURRFURRFURRFaWRlfb33bR+ViBhjdgLvB77T4evr1tqTB6z/nbh7wFxd+ewcj7wqk8qlbVdZeFwUJQc6+H9MH5ql/8aOuYK2VZ/K6BHGtCHkVTbZYuS+hXyotV9dmHDsmGVsyVifdbIZ85Rzd4gBYkuVbMZcUZTpkvE8pHlFJugGcqYUztuVdWvtQk+KDNS/0tSGR970tM6+cmnbm2SLjoui5EAH/4/pQ7P039gxV9C26lMZPcKYNoR8k6xqi5H7FvKh1n51YcKxY5axJWN9bmk3lzFPOXeHGCC2bJLlMuaKokyXjOchzSsyYbfUHVC8HIv/7Eis+n8AHAd8rfLZDz3y+pM8JXJp24oyFXz+H9OH5uy/sWNun7ZVn8pU6BvThpCn6lvIh4ZgirFjzrElR33mTsq5O4QktiiKoqQgx3lI84pM0A3kvLnaWnvZsus3xgB821p7XlOhmHJp3YoyIVr9P6YPzdx/Y8fchdtWfSoToldMG0Keqm9L8pHJxY6Zx5bs9DkCUs7dIXrHFkVRlERkNw/NfI7LCn2InqIoiqIoiqIoiqIoiqIoitKIbiDny4eIe2m9r/5Q2zHl0roVZQqk9KG5+m/Kvqk+lamT0o5DpPQhKVONHXONLbnqM2dy7vdUx1xRlOmS6zw01zkuO/QheoqiKIqiKIqiKIqiKIqiKEojegWyoiiKoiiKoiiKoiiKoiiK0ohuICuKoiiKoiiKoiiKoiiKoiiN6AayoiiKoiiKoiiKoiiKoiiK0ohuICuKoiiKoiiKoiiKoiiKoiiN6AayoiiKoiiKoiiKoiiKoiiK0sj/B0gqjWiXT3HqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1728x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 缺失变量的数据可视化\n",
    "missing_df =sc.missing_cal(data1)\n",
    "missing_col = list(missing_df[missing_df.missing_pct>0].col)\n",
    "missingno.bar(data1.loc[:,missing_col])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "缺失率超过0.8的变量个数为25\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(49999, 203)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 删除缺失率在80%以上的变量\n",
    "data1 = sc.missing_delete_var(df=data1,threshold=0.8)\n",
    "data1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 样本的趋势个数可视化\n",
    "sc.plot_missing_user(df=data1,plt_size=(16,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "缺失变量个数在100以上的用户数有298个\n"
     ]
    }
   ],
   "source": [
    "# 删除变量缺失个数在100个以上的用户\n",
    "data1 = sc.missing_delete_user(df=data1,threshold=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "常变量/同值化处理的变量个数为56\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(49701, 147)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 同值化处理\n",
    "base_col = [x for x in data1.columns if x!='target']\n",
    "data1 = sc.const_delete(col_list=base_col,df=data1,threshold=0.9)\n",
    "data1 = data1.reset_index(drop=True)\n",
    "data1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 保存数据至本地\n",
    "data1.to_csv('./data1_clean.csv',encoding='gb18030',index=False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "165px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
